068Model Drift
YOUR LINK HERE:
http://youtube.com/watch?v=Y2BVJDIJYxE
We talked about model trust through explainability and fairness. This time, we talk about model drift: concept drift and data drift. • To discuss this subject, we welcome back Eric Martens. • • Don't forget to subscribe!","styleRuns":[{"startIndex":0,"length":218,"styleRunExtensions":{"styleRunColorMapExtension":{"colorMap":[{"key":"USER_INTERFACE_THEME_DARK","value":4294967295},{"key":"USER_INTERFACE_THEME_LIGHT","value":4279440147}]}},"fontFamilyName":"Roboto"}]},"headerRuns":[{"startIndex":0,"length":218,"headerMapping":"ATTRIBUTED_STRING_HEADER_MAPPING_UNSPECIFIED"}]}},{"compositeVideoPrimaryInfoRenderer":{}},{"itemSectionRenderer":{"contents":[{"continuationItemRenderer":{"trigger":"CONTINUATION_TRIGGER_ON_ITEM_SHOWN","continuationEndpoint":{"clickTrackingParams":"CPIBELsvGAQiEwjvg7CJz7yMAxWoeHoFHVuOCp8=","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/next"}},"continuationCommand":{"token":"Eg0SC1kyQlZKRElKWXhFGAYyJSIRIgtZMkJWSkRJSll4RTAAeAJCEGNvbW1lbnRzLXNlY3Rpb24%3D","request":"CONTINUATION_REQUEST_TYPE_WATCH_NEXT"}}}}],"trackingParams":"CPIBELsvGAQiEwjvg7CJz7yMAxWoeHoFHVuOCp8=","sectionIdentifier":"comment-item-section","targetId":"comments-section"}}],"trackingParams":"CPEBELovIhMI74Owic-8jAMVqHh6BR1bjgqf"}},"secondaryResults":{"secondaryResults":{"results":[{"compactVideoRenderer":{"videoId":"rT4bb2JHTBs","thumbnail":{"thumbnails":[{"url":"https://i.ytimg.com/vi/rT4bb2JHTBs/hqdefault.jpg?sqp=-oaymwEbCKgBEF5IVfKriqkDDggBFQAAiEIYAXABwAEG rs=AOn4CLAcGfzsnQW5ncjWPTlMmda108wJ5w","width":168,"height":94},{"url":"https://i.ytimg.com/vi/rT4bb2JHTBs/hqdefault.jpg?sqp=-oaymwEcCNACELwBSFXyq4qpAw4IARUAAIhCGAFwAcABBg== rs=AOn4CLCWb71zKTaYFeAn7pqELc6_iMQ8fw","width":336,"height":188}]},"title":{"accessibility":{"accessibilityData":{"label":"069-Data Science Lifecycle Final Thoughts ΠΎΡ „Byte Size Data Science“ 36 ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ ΠΏΡΠ΅Π΄ΠΈ 4 Π³ΠΎΠ΄ΠΈΠ½ΠΈ 4 ΠΌΠΈΠ½ΡΡΠΈ ΠΈ 58 ΡΠ΅ΠΊΡΠ½Π΄ΠΈ"}},"simpleText":"069-Data Science Lifecycle Final Thoughts"},"longBylineText":{"runs":[{"text":"Byte Size Data Science","navigationEndpoint":{"clickTrackingParams":"COoBEKQwGAAiEwjvg7CJz7yMAxWoeHoFHVuOCp8yB3JlbGF0ZWQ=","commandMetadata":{"webCommandMetadata":{"url":"/@ByteSizeDataScience","webPageType":"WEB_PAGE_TYPE_CHANNEL","rootVe":3611,"apiUrl":"/youtubei/v1/browse"}},"browseEndpoint":{"browseId":"UCC00OTwEMHA2jq50m4oJ95g","canonicalBaseUrl":"/@ByteSizeDataScience"}}}]},"publishedTimeText":{"simpleText":"ΠΏΡΠ΅Π΄ΠΈ 4 Π³ΠΎΠ΄ΠΈΠ½ΠΈ"},"viewCountText":{"simpleText":"36 ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ"},"lengthText":{"accessibility":{"accessibilityData":{"label":"4 ΠΌΠΈΠ½ΡΡΠΈ ΠΈ 58 ΡΠ΅ΠΊΡΠ½Π΄ΠΈ"}},"simpleText":"4:58"},"navigationEndpoint":{"clickTrackingParams":"COoBEKQwGAAiEwjvg7CJz7yMAxWoeHoFHVuOCp8yB3JlbGF0ZWRIkcalkMOklbBjmgEFCAEQ-B0=","commandMetadata":{"webCommandMetadata":{"url":"/watch?v=rT4bb2JHTBs","webPageType":"WEB_PAGE_TYPE_WATCH","rootVe":3832}},"watchEndpoint":{"videoId":"rT4bb2JHTBs","nofollow":true,"watchEndpointSupportedOnesieConfig":{"html5PlaybackOnesieConfig":{"commonConfig":{"url":"https://rr1---sn-uxaxiv0nxx5q-nv4s.googlevideo.com/initplayback?source=youtube oeis=1 c=WEB oad=3200 ovd=3200 oaad=11000 oavd=11000 ocs=700 oewis=1 oputc=1 ofpcc=1 msp=1 odepv=1 onvi=1 oreouc=1 id=ad3e1b6f62474c1b ip=185.82.219.199 initcwndbps=2032500 mt=1743708801 oweuc= pxtags=Cg4KAnR4Egg1MTQzNDAxNA rxtags=Cg4KAnR4Egg1MTQzNDAxNA%2CCg4KAnR4Egg1MTQzNDAxNQ%2CCg4KAnR4Egg1MTQzNDAxNg%2CCg4KAnR4Egg1MTQzNDAxNw"}}}}},"shortBylineText":{"runs":[{"text":"Byte Size Data Science","navigationEndpoint":{"clickTrackingParams":"COoBEKQwGAAiEwjvg7CJz7yMAxWoeHoFHVuOCp8yB3JlbGF0ZWQ=","commandMetadata":{"webCommandMetadata":{"url":"/@ByteSizeDataScience","webPageType":"WEB_PAGE_TYPE_CHANNEL","rootVe":3611,"apiUrl":"/youtubei/v1/browse"}},"browseEndpoint":{"browseId":"UCC00OTwEMHA2jq50m4oJ95g","canonicalBaseUrl":"/@ByteSizeDataScience"}}}]},"channelThumbnail":{"thumbnails":[{"url":"https://yt3.ggpht.com/ytc/AIdro_mq-1PcHJ4fJyKCp64gV0g35A5_lHOnsO1maStjenaK0Q=s68-c-k-c0x00ffffff-no-rj","width":68,"height":68}]},"trackingParams":"COoBEKQwGAAiEwjvg7CJz7yMAxWoeHoFHVuOCp9Am5idkvbthp-tAQ==","shortViewCountText":{"accessibility":{"accessibilityData":{"label":"36 ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ"}},"simpleText":"36 ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ"},"menu":{"menuRenderer":{"items":[{"menuServiceItemRenderer":{"text":{"runs":[{"text":"ΠΠΎΠ±Π°Π²ΡΠ½Π΅ Π² ΠΎΠΏΠ°ΡΠΊΠ°ΡΠ°"}]},"icon":{"iconType":"ADD_TO_QUEUE_TAIL"},"serviceEndpoint":{"clickTrackingParams":"CO8BEP6YBBgFIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true}},"signalServiceEndpoint":{"signal":"CLIENT_SIGNAL","actions":[{"clickTrackingParams":"CO8BEP6YBBgFIhMI74Owic-8jAMVqHh6BR1bjgqf","addToPlaylistCommand":{"openMiniplayer":false,"openListPanel":true,"videoId":"rT4bb2JHTBs","listType":"PLAYLIST_EDIT_LIST_TYPE_QUEUE","onCreateListCommand":{"clickTrackingParams":"CO8BEP6YBBgFIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/playlist/create"}},"createPlaylistServiceEndpoint":{"videoIds":["rT4bb2JHTBs"],"params":"CAQ%3D"}},"videoIds":["rT4bb2JHTBs"]}},{"clickTrackingParams":"CO8BEP6YBBgFIhMI74Owic-8jAMVqHh6BR1bjgqf","openPopupAction":{"popup":{"notificationActionRenderer":{"responseText":{"simpleText":"ΠΠΎΠ±Π°Π²Π΅Π½ Π² ΠΎΠΏΠ°ΡΠΊΠ°ΡΠ°"},"trackingParams":"CPABELlqIhMI74Owic-8jAMVqHh6BR1bjgqf"}},"popupType":"TOAST"}}]}},"trackingParams":"CO8BEP6YBBgFIhMI74Owic-8jAMVqHh6BR1bjgqf"}},{"menuServiceItemDownloadRenderer":{"serviceEndpoint":{"clickTrackingParams":"CO4BENGqBRgGIhMI74Owic-8jAMVqHh6BR1bjgqf","offlineVideoEndpoint":{"videoId":"rT4bb2JHTBs","onAddCommand":{"clickTrackingParams":"CO4BENGqBRgGIhMI74Owic-8jAMVqHh6BR1bjgqf","getDownloadActionCommand":{"videoId":"rT4bb2JHTBs","params":"CAIQAA%3D%3D"}}}},"trackingParams":"CO4BENGqBRgGIhMI74Owic-8jAMVqHh6BR1bjgqf"}},{"menuServiceItemRenderer":{"text":{"runs":[{"text":"Π‘ΠΏΠΎΠ΄Π΅Π»ΡΠ½Π΅"}]},"icon":{"iconType":"SHARE"},"serviceEndpoint":{"clickTrackingParams":"COoBEKQwGAAiEwjvg7CJz7yMAxWoeHoFHVuOCp8=","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/share/get_share_panel"}},"shareEntityServiceEndpoint":{"serializedShareEntity":"CgtyVDRiYjJKSFRCcw%3D%3D","commands":[{"clickTrackingParams":"COoBEKQwGAAiEwjvg7CJz7yMAxWoeHoFHVuOCp8=","openPopupAction":{"popup":{"unifiedSharePanelRenderer":{"trackingParams":"CO0BEI5iIhMI74Owic-8jAMVqHh6BR1bjgqf","showLoadingSpinner":true}},"popupType":"DIALOG","beReused":true}}]}},"trackingParams":"COoBEKQwGAAiEwjvg7CJz7yMAxWoeHoFHVuOCp8=","hasSeparator":true}}],"trackingParams":"COoBEKQwGAAiEwjvg7CJz7yMAxWoeHoFHVuOCp8=","accessibility":{"accessibilityData":{"label":"ΠΠ΅Π½Ρ Π·Π° Π΄Π΅ΠΉΡΡΠ²ΠΈΡ"}},"targetId":"watch-related-menu-button"}},"thumbnailOverlays":[{"thumbnailOverlayTimeStatusRenderer":{"text":{"accessibility":{"accessibilityData":{"label":"4 ΠΌΠΈΠ½ΡΡΠΈ ΠΈ 58 ΡΠ΅ΠΊΡΠ½Π΄ΠΈ"}},"simpleText":"4:58"},"style":"DEFAULT"}},{"thumbnailOverlayToggleButtonRenderer":{"isToggled":false,"untoggledIcon":{"iconType":"WATCH_LATER"},"toggledIcon":{"iconType":"CHECK"},"untoggledTooltip":"ΠΠ° Π³Π»Π΅Π΄Π°Π½Π΅ ΠΏΠΎ-ΠΊΡΡΠ½ΠΎ","toggledTooltip":"ΠΠΎΠ±Π°Π²Π΅Π½","untoggledServiceEndpoint":{"clickTrackingParams":"COwBEPnnAxgBIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/browse/edit_playlist"}},"playlistEditEndpoint":{"playlistId":"WL","actions":[{"addedVideoId":"rT4bb2JHTBs","action":"ACTION_ADD_VIDEO"}]}},"toggledServiceEndpoint":{"clickTrackingParams":"COwBEPnnAxgBIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/browse/edit_playlist"}},"playlistEditEndpoint":{"playlistId":"WL","actions":[{"action":"ACTION_REMOVE_VIDEO_BY_VIDEO_ID","removedVideoId":"rT4bb2JHTBs"}]}},"untoggledAccessibility":{"accessibilityData":{"label":"ΠΠ° Π³Π»Π΅Π΄Π°Π½Π΅ ΠΏΠΎ-ΠΊΡΡΠ½ΠΎ"}},"toggledAccessibility":{"accessibilityData":{"label":"ΠΠΎΠ±Π°Π²Π΅Π½"}},"trackingParams":"COwBEPnnAxgBIhMI74Owic-8jAMVqHh6BR1bjgqf"}},{"thumbnailOverlayToggleButtonRenderer":{"untoggledIcon":{"iconType":"ADD_TO_QUEUE_TAIL"},"toggledIcon":{"iconType":"PLAYLIST_ADD_CHECK"},"untoggledTooltip":"ΠΠΎΠ±Π°Π²ΡΠ½Π΅ Π² ΠΎΠΏΠ°ΡΠΊΠ°ΡΠ°","toggledTooltip":"ΠΠΎΠ±Π°Π²Π΅Π½","untoggledServiceEndpoint":{"clickTrackingParams":"COsBEMfsBBgCIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true}},"signalServiceEndpoint":{"signal":"CLIENT_SIGNAL","actions":[{"clickTrackingParams":"COsBEMfsBBgCIhMI74Owic-8jAMVqHh6BR1bjgqf","addToPlaylistCommand":{"openMiniplayer":false,"openListPanel":true,"videoId":"rT4bb2JHTBs","listType":"PLAYLIST_EDIT_LIST_TYPE_QUEUE","onCreateListCommand":{"clickTrackingParams":"COsBEMfsBBgCIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/playlist/create"}},"createPlaylistServiceEndpoint":{"videoIds":["rT4bb2JHTBs"],"params":"CAQ%3D"}},"videoIds":["rT4bb2JHTBs"]}}]}},"untoggledAccessibility":{"accessibilityData":{"label":"ΠΠΎΠ±Π°Π²ΡΠ½Π΅ Π² ΠΎΠΏΠ°ΡΠΊΠ°ΡΠ°"}},"toggledAccessibility":{"accessibilityData":{"label":"ΠΠΎΠ±Π°Π²Π΅Π½"}},"trackingParams":"COsBEMfsBBgCIhMI74Owic-8jAMVqHh6BR1bjgqf"}},{"thumbnailOverlayNowPlayingRenderer":{"text":{"runs":[{"text":"Π‘Π΅Π³Π° ΡΠ»ΡΡΠ°ΡΠ΅"}]}}}],"accessibility":{"accessibilityData":{"label":"069-Data Science Lifecycle Final Thoughts – 4 ΠΌΠΈΠ½ΡΡΠΈ ΠΈ 58 ΡΠ΅ΠΊΡΠ½Π΄ΠΈ – ΠΡΠΌ ΠΊΠ°Π½Π°Π»Π° – Byte Size Data Science - 36 ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ - ΠΏΡΠ΅Π΄ΠΈ 4 Π³ΠΎΠ΄ΠΈΠ½ΠΈ – ΠΏΡΡΠΊΠ°Π½Π΅ Π½Π° Π²ΠΈΠ΄Π΅ΠΎΠΊΠ»ΠΈΠΏΠ°"}},"richThumbnail":{"movingThumbnailRenderer":{"enableHoveredLogging":true,"enableOverlay":true}}}},{"compactVideoRenderer":{"videoId":"uOG685WFO00","thumbnail":{"thumbnails":[{"url":"https://i.ytimg.com/vi/uOG685WFO00/hqdefault.jpg?sqp=-oaymwEbCKgBEF5IVfKriqkDDggBFQAAiEIYAXABwAEG rs=AOn4CLAJ5FVos-4vkNGda_i3jhFvc_BYGg","width":168,"height":94},{"url":"https://i.ytimg.com/vi/uOG685WFO00/hqdefault.jpg?sqp=-oaymwEcCNACELwBSFXyq4qpAw4IARUAAIhCGAFwAcABBg== rs=AOn4CLBugdJujqlupNvoDnEE82qVn9IlqA","width":336,"height":188}]},"title":{"accessibility":{"accessibilityData":{"label":"ML Drift: Identifying Issues Before You Have a Problem ΠΎΡ „Fiddler AI“ 21 238 ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ ΠΏΡΠ΅Π΄ΠΈ 3 Π³ΠΎΠ΄ΠΈΠ½ΠΈ 15 ΠΌΠΈΠ½ΡΡΠΈ"}},"simpleText":"ML Drift: Identifying Issues Before You Have a Problem"},"longBylineText":{"runs":[{"text":"Fiddler AI","navigationEndpoint":{"clickTrackingParams":"COMBEKQwGAEiEwjvg7CJz7yMAxWoeHoFHVuOCp8yB3JlbGF0ZWQ=","commandMetadata":{"webCommandMetadata":{"url":"/@FiddlerAI","webPageType":"WEB_PAGE_TYPE_CHANNEL","rootVe":3611,"apiUrl":"/youtubei/v1/browse"}},"browseEndpoint":{"browseId":"UCKH8vjXzKzSAX4PpGqFBx_g","canonicalBaseUrl":"/@FiddlerAI"}}}]},"publishedTimeText":{"simpleText":"ΠΏΡΠ΅Π΄ΠΈ 3 Π³ΠΎΠ΄ΠΈΠ½ΠΈ"},"viewCountText":{"simpleText":"21 238 ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ"},"lengthText":{"accessibility":{"accessibilityData":{"label":"15 ΠΌΠΈΠ½ΡΡΠΈ ΠΈ 25 ΡΠ΅ΠΊΡΠ½Π΄ΠΈ"}},"simpleText":"15:25"},"navigationEndpoint":{"clickTrackingParams":"COMBEKQwGAEiEwjvg7CJz7yMAxWoeHoFHVuOCp8yB3JlbGF0ZWRIkcalkMOklbBjmgEFCAEQ-B0=","commandMetadata":{"webCommandMetadata":{"url":"/watch?v=uOG685WFO00","webPageType":"WEB_PAGE_TYPE_WATCH","rootVe":3832}},"watchEndpoint":{"videoId":"uOG685WFO00","nofollow":true,"watchEndpointSupportedOnesieConfig":{"html5PlaybackOnesieConfig":{"commonConfig":{"url":"https://rr3---sn-uxaxiv0nxx5q-nv4l.googlevideo.com/initplayback?source=youtube oeis=1 c=WEB oad=3200 ovd=3200 oaad=11000 oavd=11000 ocs=700 oewis=1 oputc=1 ofpcc=1 msp=1 odepv=1 onvi=1 oreouc=1 id=b8e1baf395853b4d ip=185.82.219.199 initcwndbps=1090000 mt=1743708801 oweuc= pxtags=Cg4KAnR4Egg1MTQzNDAxNA rxtags=Cg4KAnR4Egg1MTQzNDAxNA%2CCg4KAnR4Egg1MTQzNDAxNQ%2CCg4KAnR4Egg1MTQzNDAxNg%2CCg4KAnR4Egg1MTQzNDAxNw"}}}}},"shortBylineText":{"runs":[{"text":"Fiddler AI","navigationEndpoint":{"clickTrackingParams":"COMBEKQwGAEiEwjvg7CJz7yMAxWoeHoFHVuOCp8yB3JlbGF0ZWQ=","commandMetadata":{"webCommandMetadata":{"url":"/@FiddlerAI","webPageType":"WEB_PAGE_TYPE_CHANNEL","rootVe":3611,"apiUrl":"/youtubei/v1/browse"}},"browseEndpoint":{"browseId":"UCKH8vjXzKzSAX4PpGqFBx_g","canonicalBaseUrl":"/@FiddlerAI"}}}]},"channelThumbnail":{"thumbnails":[{"url":"https://yt3.ggpht.com/NaeVheh9j4PnbSyAIJGoMuMbW9YV5hEjydtSVaNLnrheuzdNslKxvGyF4K8UEijiYpRPRpzG=s68-c-k-c0x00ffffff-no-rj","width":68,"height":68}]},"trackingParams":"COMBEKQwGAEiEwjvg7CJz7yMAxWoeHoFHVuOCp9AzfaUrLne7vC4AQ==","shortViewCountText":{"accessibility":{"accessibilityData":{"label":"21 Ρ ΠΈΠ»ΡΠ΄ΠΈ ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ"}},"simpleText":"21 Ρ ΠΈΠ». ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ"},"menu":{"menuRenderer":{"items":[{"menuServiceItemRenderer":{"text":{"runs":[{"text":"ΠΠΎΠ±Π°Π²ΡΠ½Π΅ Π² ΠΎΠΏΠ°ΡΠΊΠ°ΡΠ°"}]},"icon":{"iconType":"ADD_TO_QUEUE_TAIL"},"serviceEndpoint":{"clickTrackingParams":"COgBEP6YBBgFIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true}},"signalServiceEndpoint":{"signal":"CLIENT_SIGNAL","actions":[{"clickTrackingParams":"COgBEP6YBBgFIhMI74Owic-8jAMVqHh6BR1bjgqf","addToPlaylistCommand":{"openMiniplayer":false,"openListPanel":true,"videoId":"uOG685WFO00","listType":"PLAYLIST_EDIT_LIST_TYPE_QUEUE","onCreateListCommand":{"clickTrackingParams":"COgBEP6YBBgFIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/playlist/create"}},"createPlaylistServiceEndpoint":{"videoIds":["uOG685WFO00"],"params":"CAQ%3D"}},"videoIds":["uOG685WFO00"]}},{"clickTrackingParams":"COgBEP6YBBgFIhMI74Owic-8jAMVqHh6BR1bjgqf","openPopupAction":{"popup":{"notificationActionRenderer":{"responseText":{"simpleText":"ΠΠΎΠ±Π°Π²Π΅Π½ Π² ΠΎΠΏΠ°ΡΠΊΠ°ΡΠ°"},"trackingParams":"COkBELlqIhMI74Owic-8jAMVqHh6BR1bjgqf"}},"popupType":"TOAST"}}]}},"trackingParams":"COgBEP6YBBgFIhMI74Owic-8jAMVqHh6BR1bjgqf"}},{"menuServiceItemDownloadRenderer":{"serviceEndpoint":{"clickTrackingParams":"COcBENGqBRgGIhMI74Owic-8jAMVqHh6BR1bjgqf","offlineVideoEndpoint":{"videoId":"uOG685WFO00","onAddCommand":{"clickTrackingParams":"COcBENGqBRgGIhMI74Owic-8jAMVqHh6BR1bjgqf","getDownloadActionCommand":{"videoId":"uOG685WFO00","params":"CAIQAA%3D%3D"}}}},"trackingParams":"COcBENGqBRgGIhMI74Owic-8jAMVqHh6BR1bjgqf"}},{"menuServiceItemRenderer":{"text":{"runs":[{"text":"Π‘ΠΏΠΎΠ΄Π΅Π»ΡΠ½Π΅"}]},"icon":{"iconType":"SHARE"},"serviceEndpoint":{"clickTrackingParams":"COMBEKQwGAEiEwjvg7CJz7yMAxWoeHoFHVuOCp8=","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/share/get_share_panel"}},"shareEntityServiceEndpoint":{"serializedShareEntity":"Cgt1T0c2ODVXRk8wMA%3D%3D","commands":[{"clickTrackingParams":"COMBEKQwGAEiEwjvg7CJz7yMAxWoeHoFHVuOCp8=","openPopupAction":{"popup":{"unifiedSharePanelRenderer":{"trackingParams":"COYBEI5iIhMI74Owic-8jAMVqHh6BR1bjgqf","showLoadingSpinner":true}},"popupType":"DIALOG","beReused":true}}]}},"trackingParams":"COMBEKQwGAEiEwjvg7CJz7yMAxWoeHoFHVuOCp8=","hasSeparator":true}}],"trackingParams":"COMBEKQwGAEiEwjvg7CJz7yMAxWoeHoFHVuOCp8=","accessibility":{"accessibilityData":{"label":"ΠΠ΅Π½Ρ Π·Π° Π΄Π΅ΠΉΡΡΠ²ΠΈΡ"}}}},"thumbnailOverlays":[{"thumbnailOverlayTimeStatusRenderer":{"text":{"accessibility":{"accessibilityData":{"label":"15 ΠΌΠΈΠ½ΡΡΠΈ ΠΈ 25 ΡΠ΅ΠΊΡΠ½Π΄ΠΈ"}},"simpleText":"15:25"},"style":"DEFAULT"}},{"thumbnailOverlayToggleButtonRenderer":{"isToggled":false,"untoggledIcon":{"iconType":"WATCH_LATER"},"toggledIcon":{"iconType":"CHECK"},"untoggledTooltip":"ΠΠ° Π³Π»Π΅Π΄Π°Π½Π΅ ΠΏΠΎ-ΠΊΡΡΠ½ΠΎ","toggledTooltip":"ΠΠΎΠ±Π°Π²Π΅Π½","untoggledServiceEndpoint":{"clickTrackingParams":"COUBEPnnAxgBIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/browse/edit_playlist"}},"playlistEditEndpoint":{"playlistId":"WL","actions":[{"addedVideoId":"uOG685WFO00","action":"ACTION_ADD_VIDEO"}]}},"toggledServiceEndpoint":{"clickTrackingParams":"COUBEPnnAxgBIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/browse/edit_playlist"}},"playlistEditEndpoint":{"playlistId":"WL","actions":[{"action":"ACTION_REMOVE_VIDEO_BY_VIDEO_ID","removedVideoId":"uOG685WFO00"}]}},"untoggledAccessibility":{"accessibilityData":{"label":"ΠΠ° Π³Π»Π΅Π΄Π°Π½Π΅ ΠΏΠΎ-ΠΊΡΡΠ½ΠΎ"}},"toggledAccessibility":{"accessibilityData":{"label":"ΠΠΎΠ±Π°Π²Π΅Π½"}},"trackingParams":"COUBEPnnAxgBIhMI74Owic-8jAMVqHh6BR1bjgqf"}},{"thumbnailOverlayToggleButtonRenderer":{"untoggledIcon":{"iconType":"ADD_TO_QUEUE_TAIL"},"toggledIcon":{"iconType":"PLAYLIST_ADD_CHECK"},"untoggledTooltip":"ΠΠΎΠ±Π°Π²ΡΠ½Π΅ Π² ΠΎΠΏΠ°ΡΠΊΠ°ΡΠ°","toggledTooltip":"ΠΠΎΠ±Π°Π²Π΅Π½","untoggledServiceEndpoint":{"clickTrackingParams":"COQBEMfsBBgCIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true}},"signalServiceEndpoint":{"signal":"CLIENT_SIGNAL","actions":[{"clickTrackingParams":"COQBEMfsBBgCIhMI74Owic-8jAMVqHh6BR1bjgqf","addToPlaylistCommand":{"openMiniplayer":false,"openListPanel":true,"videoId":"uOG685WFO00","listType":"PLAYLIST_EDIT_LIST_TYPE_QUEUE","onCreateListCommand":{"clickTrackingParams":"COQBEMfsBBgCIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/playlist/create"}},"createPlaylistServiceEndpoint":{"videoIds":["uOG685WFO00"],"params":"CAQ%3D"}},"videoIds":["uOG685WFO00"]}}]}},"untoggledAccessibility":{"accessibilityData":{"label":"ΠΠΎΠ±Π°Π²ΡΠ½Π΅ Π² ΠΎΠΏΠ°ΡΠΊΠ°ΡΠ°"}},"toggledAccessibility":{"accessibilityData":{"label":"ΠΠΎΠ±Π°Π²Π΅Π½"}},"trackingParams":"COQBEMfsBBgCIhMI74Owic-8jAMVqHh6BR1bjgqf"}},{"thumbnailOverlayNowPlayingRenderer":{"text":{"runs":[{"text":"Π‘Π΅Π³Π° ΡΠ»ΡΡΠ°ΡΠ΅"}]}}}],"accessibility":{"accessibilityData":{"label":"ML Drift: Identifying Issues Before You Have a Problem – 15 ΠΌΠΈΠ½ΡΡΠΈ – ΠΡΠΌ ΠΊΠ°Π½Π°Π»Π° – Fiddler AI - 21 Ρ ΠΈΠ». ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ - ΠΏΡΠ΅Π΄ΠΈ 3 Π³ΠΎΠ΄ΠΈΠ½ΠΈ – ΠΏΡΡΠΊΠ°Π½Π΅ Π½Π° Π²ΠΈΠ΄Π΅ΠΎΠΊΠ»ΠΈΠΏΠ°"}},"richThumbnail":{"movingThumbnailRenderer":{"enableHoveredLogging":true,"enableOverlay":true}}}},{"compactVideoRenderer":{"videoId":"tGckE83S-4s","thumbnail":{"thumbnails":[{"url":"https://i.ytimg.com/vi/tGckE83S-4s/hqdefault.jpg?sqp=-oaymwE1CKgBEF5IVfKriqkDKAgBFQAAiEIYAXABwAEG8AEB-AH-DoACuAiKAgwIABABGH8gOCg1MA8= rs=AOn4CLDOYrXIp1aFXsFN8qU65gWtGi72mw","width":168,"height":94},{"url":"https://i.ytimg.com/vi/tGckE83S-4s/hqdefault.jpg?sqp=-oaymwE2CNACELwBSFXyq4qpAygIARUAAIhCGAFwAcABBvABAfgB_g6AArgIigIMCAAQARh_IDgoNTAP rs=AOn4CLADLO0xD73VVv37IxvUJtowN3RdTQ","width":336,"height":188}]},"title":{"accessibility":{"accessibilityData":{"label":"Drifting Away: Testing ML Models in Production ΠΎΡ „Databricks“ 18 447 ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ ΠΏΡΠ΅Π΄ΠΈ 3 Π³ΠΎΠ΄ΠΈΠ½ΠΈ 55 ΠΌΠΈΠ½ΡΡΠΈ"}},"simpleText":"Drifting Away: Testing ML Models in Production"},"longBylineText":{"runs":[{"text":"Databricks","navigationEndpoint":{"clickTrackingParams":"CNwBEKQwGAIiEwjvg7CJz7yMAxWoeHoFHVuOCp8yB3JlbGF0ZWQ=","commandMetadata":{"webCommandMetadata":{"url":"/@Databricks","webPageType":"WEB_PAGE_TYPE_CHANNEL","rootVe":3611,"apiUrl":"/youtubei/v1/browse"}},"browseEndpoint":{"browseId":"UC3q8O3Bh2Le8Rj1-Q-_UUbA","canonicalBaseUrl":"/@Databricks"}}}]},"publishedTimeText":{"simpleText":"ΠΏΡΠ΅Π΄ΠΈ 3 Π³ΠΎΠ΄ΠΈΠ½ΠΈ"},"viewCountText":{"simpleText":"18 447 ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ"},"lengthText":{"accessibility":{"accessibilityData":{"label":"55 ΠΌΠΈΠ½ΡΡΠΈ ΠΈ 8 ΡΠ΅ΠΊΡΠ½Π΄ΠΈ"}},"simpleText":"55:08"},"navigationEndpoint":{"clickTrackingParams":"CNwBEKQwGAIiEwjvg7CJz7yMAxWoeHoFHVuOCp8yB3JlbGF0ZWRIkcalkMOklbBjmgEFCAEQ-B0=","commandMetadata":{"webCommandMetadata":{"url":"/watch?v=tGckE83S-4s","webPageType":"WEB_PAGE_TYPE_WATCH","rootVe":3832}},"watchEndpoint":{"videoId":"tGckE83S-4s","nofollow":true,"watchEndpointSupportedOnesieConfig":{"html5PlaybackOnesieConfig":{"commonConfig":{"url":"https://rr4---sn-uxaxiv0nxx5q-nv4l.googlevideo.com/initplayback?source=youtube oeis=1 c=WEB oad=3200 ovd=3200 oaad=11000 oavd=11000 ocs=700 oewis=1 oputc=1 ofpcc=1 msp=1 odepv=1 onvi=1 oreouc=1 id=b4672413cdd2fb8b ip=185.82.219.199 initcwndbps=1090000 mt=1743708801 oweuc= pxtags=Cg4KAnR4Egg1MTQzNDAxNA rxtags=Cg4KAnR4Egg1MTQzNDAxNA%2CCg4KAnR4Egg1MTQzNDAxNQ%2CCg4KAnR4Egg1MTQzNDAxNg%2CCg4KAnR4Egg1MTQzNDAxNw"}}}}},"shortBylineText":{"runs":[{"text":"Databricks","navigationEndpoint":{"clickTrackingParams":"CNwBEKQwGAIiEwjvg7CJz7yMAxWoeHoFHVuOCp8yB3JlbGF0ZWQ=","commandMetadata":{"webCommandMetadata":{"url":"/@Databricks","webPageType":"WEB_PAGE_TYPE_CHANNEL","rootVe":3611,"apiUrl":"/youtubei/v1/browse"}},"browseEndpoint":{"browseId":"UC3q8O3Bh2Le8Rj1-Q-_UUbA","canonicalBaseUrl":"/@Databricks"}}}]},"channelThumbnail":{"thumbnails":[{"url":"https://yt3.ggpht.com/-oAx1DAiLyJxYg71Bj60nEarlrnKq6HoGhsTd_TwABhxQsBmlOfzsp2TW4tlxZD_6kFNS0uW=s68-c-k-c0x00ffffff-no-rj","width":68,"height":68}]},"trackingParams":"CNwBEKQwGAIiEwjvg7CJz7yMAxWoeHoFHVuOCp9Ai_fL7ryCybO0AQ==","shortViewCountText":{"accessibility":{"accessibilityData":{"label":"18 Ρ ΠΈΠ»ΡΠ΄ΠΈ ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ"}},"simpleText":"18 Ρ ΠΈΠ». ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ"},"menu":{"menuRenderer":{"items":[{"menuServiceItemRenderer":{"text":{"runs":[{"text":"ΠΠΎΠ±Π°Π²ΡΠ½Π΅ Π² ΠΎΠΏΠ°ΡΠΊΠ°ΡΠ°"}]},"icon":{"iconType":"ADD_TO_QUEUE_TAIL"},"serviceEndpoint":{"clickTrackingParams":"COEBEP6YBBgFIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true}},"signalServiceEndpoint":{"signal":"CLIENT_SIGNAL","actions":[{"clickTrackingParams":"COEBEP6YBBgFIhMI74Owic-8jAMVqHh6BR1bjgqf","addToPlaylistCommand":{"openMiniplayer":false,"openListPanel":true,"videoId":"tGckE83S-4s","listType":"PLAYLIST_EDIT_LIST_TYPE_QUEUE","onCreateListCommand":{"clickTrackingParams":"COEBEP6YBBgFIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/playlist/create"}},"createPlaylistServiceEndpoint":{"videoIds":["tGckE83S-4s"],"params":"CAQ%3D"}},"videoIds":["tGckE83S-4s"]}},{"clickTrackingParams":"COEBEP6YBBgFIhMI74Owic-8jAMVqHh6BR1bjgqf","openPopupAction":{"popup":{"notificationActionRenderer":{"responseText":{"simpleText":"ΠΠΎΠ±Π°Π²Π΅Π½ Π² ΠΎΠΏΠ°ΡΠΊΠ°ΡΠ°"},"trackingParams":"COIBELlqIhMI74Owic-8jAMVqHh6BR1bjgqf"}},"popupType":"TOAST"}}]}},"trackingParams":"COEBEP6YBBgFIhMI74Owic-8jAMVqHh6BR1bjgqf"}},{"menuServiceItemDownloadRenderer":{"serviceEndpoint":{"clickTrackingParams":"COABENGqBRgGIhMI74Owic-8jAMVqHh6BR1bjgqf","offlineVideoEndpoint":{"videoId":"tGckE83S-4s","onAddCommand":{"clickTrackingParams":"COABENGqBRgGIhMI74Owic-8jAMVqHh6BR1bjgqf","getDownloadActionCommand":{"videoId":"tGckE83S-4s","params":"CAIQAA%3D%3D"}}}},"trackingParams":"COABENGqBRgGIhMI74Owic-8jAMVqHh6BR1bjgqf"}},{"menuServiceItemRenderer":{"text":{"runs":[{"text":"Π‘ΠΏΠΎΠ΄Π΅Π»ΡΠ½Π΅"}]},"icon":{"iconType":"SHARE"},"serviceEndpoint":{"clickTrackingParams":"CNwBEKQwGAIiEwjvg7CJz7yMAxWoeHoFHVuOCp8=","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/share/get_share_panel"}},"shareEntityServiceEndpoint":{"serializedShareEntity":"Cgt0R2NrRTgzUy00cw%3D%3D","commands":[{"clickTrackingParams":"CNwBEKQwGAIiEwjvg7CJz7yMAxWoeHoFHVuOCp8=","openPopupAction":{"popup":{"unifiedSharePanelRenderer":{"trackingParams":"CN8BEI5iIhMI74Owic-8jAMVqHh6BR1bjgqf","showLoadingSpinner":true}},"popupType":"DIALOG","beReused":true}}]}},"trackingParams":"CNwBEKQwGAIiEwjvg7CJz7yMAxWoeHoFHVuOCp8=","hasSeparator":true}}],"trackingParams":"CNwBEKQwGAIiEwjvg7CJz7yMAxWoeHoFHVuOCp8=","accessibility":{"accessibilityData":{"label":"ΠΠ΅Π½Ρ Π·Π° Π΄Π΅ΠΉΡΡΠ²ΠΈΡ"}}}},"thumbnailOverlays":[{"thumbnailOverlayTimeStatusRenderer":{"text":{"accessibility":{"accessibilityData":{"label":"55 ΠΌΠΈΠ½ΡΡΠΈ ΠΈ 8 ΡΠ΅ΠΊΡΠ½Π΄ΠΈ"}},"simpleText":"55:08"},"style":"DEFAULT"}},{"thumbnailOverlayToggleButtonRenderer":{"isToggled":false,"untoggledIcon":{"iconType":"WATCH_LATER"},"toggledIcon":{"iconType":"CHECK"},"untoggledTooltip":"ΠΠ° Π³Π»Π΅Π΄Π°Π½Π΅ ΠΏΠΎ-ΠΊΡΡΠ½ΠΎ","toggledTooltip":"ΠΠΎΠ±Π°Π²Π΅Π½","untoggledServiceEndpoint":{"clickTrackingParams":"CN4BEPnnAxgBIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/browse/edit_playlist"}},"playlistEditEndpoint":{"playlistId":"WL","actions":[{"addedVideoId":"tGckE83S-4s","action":"ACTION_ADD_VIDEO"}]}},"toggledServiceEndpoint":{"clickTrackingParams":"CN4BEPnnAxgBIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/browse/edit_playlist"}},"playlistEditEndpoint":{"playlistId":"WL","actions":[{"action":"ACTION_REMOVE_VIDEO_BY_VIDEO_ID","removedVideoId":"tGckE83S-4s"}]}},"untoggledAccessibility":{"accessibilityData":{"label":"ΠΠ° Π³Π»Π΅Π΄Π°Π½Π΅ ΠΏΠΎ-ΠΊΡΡΠ½ΠΎ"}},"toggledAccessibility":{"accessibilityData":{"label":"ΠΠΎΠ±Π°Π²Π΅Π½"}},"trackingParams":"CN4BEPnnAxgBIhMI74Owic-8jAMVqHh6BR1bjgqf"}},{"thumbnailOverlayToggleButtonRenderer":{"untoggledIcon":{"iconType":"ADD_TO_QUEUE_TAIL"},"toggledIcon":{"iconType":"PLAYLIST_ADD_CHECK"},"untoggledTooltip":"ΠΠΎΠ±Π°Π²ΡΠ½Π΅ Π² ΠΎΠΏΠ°ΡΠΊΠ°ΡΠ°","toggledTooltip":"ΠΠΎΠ±Π°Π²Π΅Π½","untoggledServiceEndpoint":{"clickTrackingParams":"CN0BEMfsBBgCIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true}},"signalServiceEndpoint":{"signal":"CLIENT_SIGNAL","actions":[{"clickTrackingParams":"CN0BEMfsBBgCIhMI74Owic-8jAMVqHh6BR1bjgqf","addToPlaylistCommand":{"openMiniplayer":false,"openListPanel":true,"videoId":"tGckE83S-4s","listType":"PLAYLIST_EDIT_LIST_TYPE_QUEUE","onCreateListCommand":{"clickTrackingParams":"CN0BEMfsBBgCIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/playlist/create"}},"createPlaylistServiceEndpoint":{"videoIds":["tGckE83S-4s"],"params":"CAQ%3D"}},"videoIds":["tGckE83S-4s"]}}]}},"untoggledAccessibility":{"accessibilityData":{"label":"ΠΠΎΠ±Π°Π²ΡΠ½Π΅ Π² ΠΎΠΏΠ°ΡΠΊΠ°ΡΠ°"}},"toggledAccessibility":{"accessibilityData":{"label":"ΠΠΎΠ±Π°Π²Π΅Π½"}},"trackingParams":"CN0BEMfsBBgCIhMI74Owic-8jAMVqHh6BR1bjgqf"}},{"thumbnailOverlayNowPlayingRenderer":{"text":{"runs":[{"text":"Π‘Π΅Π³Π° ΡΠ»ΡΡΠ°ΡΠ΅"}]}}}],"accessibility":{"accessibilityData":{"label":"Drifting Away: Testing ML Models in Production – 55 ΠΌΠΈΠ½ΡΡΠΈ – ΠΡΠΌ ΠΊΠ°Π½Π°Π»Π° – Databricks - 18 Ρ ΠΈΠ». ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ - ΠΏΡΠ΅Π΄ΠΈ 3 Π³ΠΎΠ΄ΠΈΠ½ΠΈ – ΠΏΡΡΠΊΠ°Π½Π΅ Π½Π° Π²ΠΈΠ΄Π΅ΠΎΠΊΠ»ΠΈΠΏΠ°"}},"richThumbnail":{"movingThumbnailRenderer":{"enableHoveredLogging":true,"enableOverlay":true}}}},{"compactVideoRenderer":{"videoId":"5KjpZCj853k","thumbnail":{"thumbnails":[{"url":"https://i.ytimg.com/vi/5KjpZCj853k/hqdefault.jpg?sqp=-oaymwEbCKgBEF5IVfKriqkDDggBFQAAiEIYAXABwAEG rs=AOn4CLA1syXTlJY330hfd9DChaWguYJdSQ","width":168,"height":94},{"url":"https://i.ytimg.com/vi/5KjpZCj853k/hqdefault.jpg?sqp=-oaymwEcCNACELwBSFXyq4qpAw4IARUAAIhCGAFwAcABBg== rs=AOn4CLCB9AmEYFX9wcVefBxAnmdJO9bxzA","width":336,"height":188}]},"title":{"accessibility":{"accessibilityData":{"label":"What Are Drifts and How to Detect Them? #machinelearning ΠΎΡ „ProjectPro - Data Science Projects“ 3785 ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ ΠΏΡΠ΅Π΄ΠΈ 2 Π³ΠΎΠ΄ΠΈΠ½ΠΈ 14 ΠΌΠΈΠ½ΡΡΠΈ ΠΈ 19 ΡΠ΅ΠΊΡΠ½Π΄ΠΈ"}},"simpleText":"What Are Drifts and How to Detect Them? #machinelearning"},"longBylineText":{"runs":[{"text":"ProjectPro - Data Science Projects","navigationEndpoint":{"clickTrackingParams":"CNUBEKQwGAMiEwjvg7CJz7yMAxWoeHoFHVuOCp8yB3JlbGF0ZWQ=","commandMetadata":{"webCommandMetadata":{"url":"/@ProjectProDataScienceProjects","webPageType":"WEB_PAGE_TYPE_CHANNEL","rootVe":3611,"apiUrl":"/youtubei/v1/browse"}},"browseEndpoint":{"browseId":"UCfuyYAtTG15_db2PRuaerZg","canonicalBaseUrl":"/@ProjectProDataScienceProjects"}}}]},"publishedTimeText":{"simpleText":"ΠΏΡΠ΅Π΄ΠΈ 2 Π³ΠΎΠ΄ΠΈΠ½ΠΈ"},"viewCountText":{"simpleText":"3785 ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ"},"lengthText":{"accessibility":{"accessibilityData":{"label":"14 ΠΌΠΈΠ½ΡΡΠΈ ΠΈ 19 ΡΠ΅ΠΊΡΠ½Π΄ΠΈ"}},"simpleText":"14:19"},"navigationEndpoint":{"clickTrackingParams":"CNUBEKQwGAMiEwjvg7CJz7yMAxWoeHoFHVuOCp8yB3JlbGF0ZWRIkcalkMOklbBjmgEFCAEQ-B0=","commandMetadata":{"webCommandMetadata":{"url":"/watch?v=5KjpZCj853k","webPageType":"WEB_PAGE_TYPE_WATCH","rootVe":3832}},"watchEndpoint":{"videoId":"5KjpZCj853k","nofollow":true,"watchEndpointSupportedOnesieConfig":{"html5PlaybackOnesieConfig":{"commonConfig":{"url":"https://rr2---sn-uxaxiv0nxx5q-nv4l.googlevideo.com/initplayback?source=youtube oeis=1 c=WEB oad=3200 ovd=3200 oaad=11000 oavd=11000 ocs=700 oewis=1 oputc=1 ofpcc=1 msp=1 odepv=1 onvi=1 oreouc=1 id=e4a8e96428fce779 ip=185.82.219.199 initcwndbps=1090000 mt=1743708801 oweuc= pxtags=Cg4KAnR4Egg1MTQzNDAxNA rxtags=Cg4KAnR4Egg1MTQzNDAxNA%2CCg4KAnR4Egg1MTQzNDAxNQ%2CCg4KAnR4Egg1MTQzNDAxNg%2CCg4KAnR4Egg1MTQzNDAxNw"}}}}},"shortBylineText":{"runs":[{"text":"ProjectPro - Data Science Projects","navigationEndpoint":{"clickTrackingParams":"CNUBEKQwGAMiEwjvg7CJz7yMAxWoeHoFHVuOCp8yB3JlbGF0ZWQ=","commandMetadata":{"webCommandMetadata":{"url":"/@ProjectProDataScienceProjects","webPageType":"WEB_PAGE_TYPE_CHANNEL","rootVe":3611,"apiUrl":"/youtubei/v1/browse"}},"browseEndpoint":{"browseId":"UCfuyYAtTG15_db2PRuaerZg","canonicalBaseUrl":"/@ProjectProDataScienceProjects"}}}]},"channelThumbnail":{"thumbnails":[{"url":"https://yt3.ggpht.com/oAxCEwozLB2NEaWW_nnEArhZQBXO5CIHRQdgq-191OAW-X7XwGaJlNJdRu8Er0eDFnQwgNHnGg=s68-c-k-c0x00ffffff-no-rj","width":68,"height":68}]},"trackingParams":"CNUBEKQwGAMiEwjvg7CJz7yMAxWoeHoFHVuOCp9A-c7zx8KsutTkAQ==","shortViewCountText":{"accessibility":{"accessibilityData":{"label":"3,7 Ρ ΠΈΠ»ΡΠ΄ΠΈ ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ"}},"simpleText":"3,7 Ρ ΠΈΠ». ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ"},"menu":{"menuRenderer":{"items":[{"menuServiceItemRenderer":{"text":{"runs":[{"text":"ΠΠΎΠ±Π°Π²ΡΠ½Π΅ Π² ΠΎΠΏΠ°ΡΠΊΠ°ΡΠ°"}]},"icon":{"iconType":"ADD_TO_QUEUE_TAIL"},"serviceEndpoint":{"clickTrackingParams":"CNoBEP6YBBgGIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true}},"signalServiceEndpoint":{"signal":"CLIENT_SIGNAL","actions":[{"clickTrackingParams":"CNoBEP6YBBgGIhMI74Owic-8jAMVqHh6BR1bjgqf","addToPlaylistCommand":{"openMiniplayer":false,"openListPanel":true,"videoId":"5KjpZCj853k","listType":"PLAYLIST_EDIT_LIST_TYPE_QUEUE","onCreateListCommand":{"clickTrackingParams":"CNoBEP6YBBgGIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/playlist/create"}},"createPlaylistServiceEndpoint":{"videoIds":["5KjpZCj853k"],"params":"CAQ%3D"}},"videoIds":["5KjpZCj853k"]}},{"clickTrackingParams":"CNoBEP6YBBgGIhMI74Owic-8jAMVqHh6BR1bjgqf","openPopupAction":{"popup":{"notificationActionRenderer":{"responseText":{"simpleText":"ΠΠΎΠ±Π°Π²Π΅Π½ Π² ΠΎΠΏΠ°ΡΠΊΠ°ΡΠ°"},"trackingParams":"CNsBELlqIhMI74Owic-8jAMVqHh6BR1bjgqf"}},"popupType":"TOAST"}}]}},"trackingParams":"CNoBEP6YBBgGIhMI74Owic-8jAMVqHh6BR1bjgqf"}},{"menuServiceItemDownloadRenderer":{"serviceEndpoint":{"clickTrackingParams":"CNkBENGqBRgHIhMI74Owic-8jAMVqHh6BR1bjgqf","offlineVideoEndpoint":{"videoId":"5KjpZCj853k","onAddCommand":{"clickTrackingParams":"CNkBENGqBRgHIhMI74Owic-8jAMVqHh6BR1bjgqf","getDownloadActionCommand":{"videoId":"5KjpZCj853k","params":"CAIQAA%3D%3D"}}}},"trackingParams":"CNkBENGqBRgHIhMI74Owic-8jAMVqHh6BR1bjgqf"}},{"menuServiceItemRenderer":{"text":{"runs":[{"text":"Π‘ΠΏΠΎΠ΄Π΅Π»ΡΠ½Π΅"}]},"icon":{"iconType":"SHARE"},"serviceEndpoint":{"clickTrackingParams":"CNUBEKQwGAMiEwjvg7CJz7yMAxWoeHoFHVuOCp8=","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/share/get_share_panel"}},"shareEntityServiceEndpoint":{"serializedShareEntity":"Cgs1S2pwWkNqODUzaw%3D%3D","commands":[{"clickTrackingParams":"CNUBEKQwGAMiEwjvg7CJz7yMAxWoeHoFHVuOCp8=","openPopupAction":{"popup":{"unifiedSharePanelRenderer":{"trackingParams":"CNgBEI5iIhMI74Owic-8jAMVqHh6BR1bjgqf","showLoadingSpinner":true}},"popupType":"DIALOG","beReused":true}}]}},"trackingParams":"CNUBEKQwGAMiEwjvg7CJz7yMAxWoeHoFHVuOCp8=","hasSeparator":true}}],"trackingParams":"CNUBEKQwGAMiEwjvg7CJz7yMAxWoeHoFHVuOCp8=","accessibility":{"accessibilityData":{"label":"ΠΠ΅Π½Ρ Π·Π° Π΄Π΅ΠΉΡΡΠ²ΠΈΡ"}}}},"thumbnailOverlays":[{"thumbnailOverlayTimeStatusRenderer":{"text":{"accessibility":{"accessibilityData":{"label":"14 ΠΌΠΈΠ½ΡΡΠΈ ΠΈ 19 ΡΠ΅ΠΊΡΠ½Π΄ΠΈ"}},"simpleText":"14:19"},"style":"DEFAULT"}},{"thumbnailOverlayToggleButtonRenderer":{"isToggled":false,"untoggledIcon":{"iconType":"WATCH_LATER"},"toggledIcon":{"iconType":"CHECK"},"untoggledTooltip":"ΠΠ° Π³Π»Π΅Π΄Π°Π½Π΅ ΠΏΠΎ-ΠΊΡΡΠ½ΠΎ","toggledTooltip":"ΠΠΎΠ±Π°Π²Π΅Π½","untoggledServiceEndpoint":{"clickTrackingParams":"CNcBEPnnAxgBIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/browse/edit_playlist"}},"playlistEditEndpoint":{"playlistId":"WL","actions":[{"addedVideoId":"5KjpZCj853k","action":"ACTION_ADD_VIDEO"}]}},"toggledServiceEndpoint":{"clickTrackingParams":"CNcBEPnnAxgBIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/browse/edit_playlist"}},"playlistEditEndpoint":{"playlistId":"WL","actions":[{"action":"ACTION_REMOVE_VIDEO_BY_VIDEO_ID","removedVideoId":"5KjpZCj853k"}]}},"untoggledAccessibility":{"accessibilityData":{"label":"ΠΠ° Π³Π»Π΅Π΄Π°Π½Π΅ ΠΏΠΎ-ΠΊΡΡΠ½ΠΎ"}},"toggledAccessibility":{"accessibilityData":{"label":"ΠΠΎΠ±Π°Π²Π΅Π½"}},"trackingParams":"CNcBEPnnAxgBIhMI74Owic-8jAMVqHh6BR1bjgqf"}},{"thumbnailOverlayToggleButtonRenderer":{"untoggledIcon":{"iconType":"ADD_TO_QUEUE_TAIL"},"toggledIcon":{"iconType":"PLAYLIST_ADD_CHECK"},"untoggledTooltip":"ΠΠΎΠ±Π°Π²ΡΠ½Π΅ Π² ΠΎΠΏΠ°ΡΠΊΠ°ΡΠ°","toggledTooltip":"ΠΠΎΠ±Π°Π²Π΅Π½","untoggledServiceEndpoint":{"clickTrackingParams":"CNYBEMfsBBgCIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true}},"signalServiceEndpoint":{"signal":"CLIENT_SIGNAL","actions":[{"clickTrackingParams":"CNYBEMfsBBgCIhMI74Owic-8jAMVqHh6BR1bjgqf","addToPlaylistCommand":{"openMiniplayer":false,"openListPanel":true,"videoId":"5KjpZCj853k","listType":"PLAYLIST_EDIT_LIST_TYPE_QUEUE","onCreateListCommand":{"clickTrackingParams":"CNYBEMfsBBgCIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/playlist/create"}},"createPlaylistServiceEndpoint":{"videoIds":["5KjpZCj853k"],"params":"CAQ%3D"}},"videoIds":["5KjpZCj853k"]}}]}},"untoggledAccessibility":{"accessibilityData":{"label":"ΠΠΎΠ±Π°Π²ΡΠ½Π΅ Π² ΠΎΠΏΠ°ΡΠΊΠ°ΡΠ°"}},"toggledAccessibility":{"accessibilityData":{"label":"ΠΠΎΠ±Π°Π²Π΅Π½"}},"trackingParams":"CNYBEMfsBBgCIhMI74Owic-8jAMVqHh6BR1bjgqf"}},{"thumbnailOverlayNowPlayingRenderer":{"text":{"runs":[{"text":"Π‘Π΅Π³Π° ΡΠ»ΡΡΠ°ΡΠ΅"}]}}}],"accessibility":{"accessibilityData":{"label":"What Are Drifts and How to Detect Them? #machinelearning – 14 ΠΌΠΈΠ½ΡΡΠΈ ΠΈ 19 ΡΠ΅ΠΊΡΠ½Π΄ΠΈ – ΠΡΠΌ ΠΊΠ°Π½Π°Π»Π° – ProjectPro - Data Science Projects - 3,7 Ρ ΠΈΠ». ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ - ΠΏΡΠ΅Π΄ΠΈ 2 Π³ΠΎΠ΄ΠΈΠ½ΠΈ – ΠΏΡΡΠΊΠ°Π½Π΅ Π½Π° Π²ΠΈΠ΄Π΅ΠΎΠΊΠ»ΠΈΠΏΠ°"}},"richThumbnail":{"movingThumbnailRenderer":{"movingThumbnailDetails":{"thumbnails":[{"url":"https://i.ytimg.com/an_webp/5KjpZCj853k/mqdefault_6s.webp?du=3000 sqp=COe_u78G rs=AOn4CLA2S0AedQurM3IECluR0aO7f6c7tA","width":320,"height":180}],"logAsMovingThumbnail":true},"enableHoveredLogging":true,"enableOverlay":true}}}},{"compactVideoRenderer":{"videoId":"nM199EhJwQg","thumbnail":{"thumbnails":[{"url":"https://i.ytimg.com/vi/nM199EhJwQg/hqdefault.jpg?sqp=-oaymwEbCKgBEF5IVfKriqkDDggBFQAAiEIYAXABwAEG rs=AOn4CLDMM_FDIfjJspRmBNfQIzEDUFH-xg","width":168,"height":94},{"url":"https://i.ytimg.com/vi/nM199EhJwQg/hqdefault.jpg?sqp=-oaymwEcCNACELwBSFXyq4qpAw4IARUAAIhCGAFwAcABBg== rs=AOn4CLBCgoysFFDM2f7_WPx5mpn9tnmGTg","width":336,"height":188}]},"title":{"accessibility":{"accessibilityData":{"label":"How to Build a $1M/Year Marketing Agency (Full Breakdown) ΠΎΡ „Bayley Lucas“ 93 ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ ΠΏΡΠ΅Π΄ΠΈ 2 ΡΠ΅Π΄ΠΌΠΈΡΠΈ 26 ΠΌΠΈΠ½ΡΡΠΈ"}},"simpleText":"How to Build a $1M/Year Marketing Agency (Full Breakdown)"},"longBylineText":{"runs":[{"text":"Bayley Lucas","navigationEndpoint":{"clickTrackingParams":"CM4BEKQwGAQiEwjvg7CJz7yMAxWoeHoFHVuOCp8yB3JlbGF0ZWQ=","commandMetadata":{"webCommandMetadata":{"url":"/@Bayleylucas","webPageType":"WEB_PAGE_TYPE_CHANNEL","rootVe":3611,"apiUrl":"/youtubei/v1/browse"}},"browseEndpoint":{"browseId":"UC1y4YrqqH6yQjCaQoAX3Qpg","canonicalBaseUrl":"/@Bayleylucas"}}}]},"publishedTimeText":{"simpleText":"ΠΏΡΠ΅Π΄ΠΈ 2 ΡΠ΅Π΄ΠΌΠΈΡΠΈ"},"viewCountText":{"simpleText":"93 ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ"},"lengthText":{"accessibility":{"accessibilityData":{"label":"26 ΠΌΠΈΠ½ΡΡΠΈ ΠΈ 5 ΡΠ΅ΠΊΡΠ½Π΄ΠΈ"}},"simpleText":"26:05"},"navigationEndpoint":{"clickTrackingParams":"CM4BEKQwGAQiEwjvg7CJz7yMAxWoeHoFHVuOCp8yB3JlbGF0ZWRIkcalkMOklbBjmgEFCAEQ-B0=","commandMetadata":{"webCommandMetadata":{"url":"/watch?v=nM199EhJwQg","webPageType":"WEB_PAGE_TYPE_WATCH","rootVe":3832}},"watchEndpoint":{"videoId":"nM199EhJwQg","nofollow":true,"watchEndpointSupportedOnesieConfig":{"html5PlaybackOnesieConfig":{"commonConfig":{"url":"https://rr2---sn-uxaxiv0nxx5q-nv4l.googlevideo.com/initplayback?source=youtube oeis=1 c=WEB oad=3200 ovd=3200 oaad=11000 oavd=11000 ocs=700 oewis=1 oputc=1 ofpcc=1 msp=1 odepv=1 onvi=1 oreouc=1 id=9ccd7df44849c108 ip=185.82.219.199 initcwndbps=1090000 mt=1743708801 oweuc= pxtags=Cg4KAnR4Egg1MTQzNDAxNA rxtags=Cg4KAnR4Egg1MTQzNDAxNA%2CCg4KAnR4Egg1MTQzNDAxNQ%2CCg4KAnR4Egg1MTQzNDAxNg%2CCg4KAnR4Egg1MTQzNDAxNw"}}}}},"shortBylineText":{"runs":[{"text":"Bayley Lucas","navigationEndpoint":{"clickTrackingParams":"CM4BEKQwGAQiEwjvg7CJz7yMAxWoeHoFHVuOCp8yB3JlbGF0ZWQ=","commandMetadata":{"webCommandMetadata":{"url":"/@Bayleylucas","webPageType":"WEB_PAGE_TYPE_CHANNEL","rootVe":3611,"apiUrl":"/youtubei/v1/browse"}},"browseEndpoint":{"browseId":"UC1y4YrqqH6yQjCaQoAX3Qpg","canonicalBaseUrl":"/@Bayleylucas"}}}]},"channelThumbnail":{"thumbnails":[{"url":"https://yt3.ggpht.com/Nn7Ju9UymoAzMbCCxbIf66w5-QuH1WewQ_7H8ZMZ_8Topn98Q5VnTIe_JmUT93Fi9sGtvy-IEQ=s68-c-k-c0x00ffffff-no-rj","width":68,"height":68}]},"trackingParams":"CM4BEKQwGAQiEwjvg7CJz7yMAxWoeHoFHVuOCp9AiIKnwsS-3-acAQ==","shortViewCountText":{"accessibility":{"accessibilityData":{"label":"93 ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ"}},"simpleText":"93 ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ"},"menu":{"menuRenderer":{"items":[{"menuServiceItemRenderer":{"text":{"runs":[{"text":"ΠΠΎΠ±Π°Π²ΡΠ½Π΅ Π² ΠΎΠΏΠ°ΡΠΊΠ°ΡΠ°"}]},"icon":{"iconType":"ADD_TO_QUEUE_TAIL"},"serviceEndpoint":{"clickTrackingParams":"CNMBEP6YBBgGIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true}},"signalServiceEndpoint":{"signal":"CLIENT_SIGNAL","actions":[{"clickTrackingParams":"CNMBEP6YBBgGIhMI74Owic-8jAMVqHh6BR1bjgqf","addToPlaylistCommand":{"openMiniplayer":false,"openListPanel":true,"videoId":"nM199EhJwQg","listType":"PLAYLIST_EDIT_LIST_TYPE_QUEUE","onCreateListCommand":{"clickTrackingParams":"CNMBEP6YBBgGIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/playlist/create"}},"createPlaylistServiceEndpoint":{"videoIds":["nM199EhJwQg"],"params":"CAQ%3D"}},"videoIds":["nM199EhJwQg"]}},{"clickTrackingParams":"CNMBEP6YBBgGIhMI74Owic-8jAMVqHh6BR1bjgqf","openPopupAction":{"popup":{"notificationActionRenderer":{"responseText":{"simpleText":"ΠΠΎΠ±Π°Π²Π΅Π½ Π² ΠΎΠΏΠ°ΡΠΊΠ°ΡΠ°"},"trackingParams":"CNQBELlqIhMI74Owic-8jAMVqHh6BR1bjgqf"}},"popupType":"TOAST"}}]}},"trackingParams":"CNMBEP6YBBgGIhMI74Owic-8jAMVqHh6BR1bjgqf"}},{"menuServiceItemDownloadRenderer":{"serviceEndpoint":{"clickTrackingParams":"CNIBENGqBRgHIhMI74Owic-8jAMVqHh6BR1bjgqf","offlineVideoEndpoint":{"videoId":"nM199EhJwQg","onAddCommand":{"clickTrackingParams":"CNIBENGqBRgHIhMI74Owic-8jAMVqHh6BR1bjgqf","getDownloadActionCommand":{"videoId":"nM199EhJwQg","params":"CAIQAA%3D%3D"}}}},"trackingParams":"CNIBENGqBRgHIhMI74Owic-8jAMVqHh6BR1bjgqf"}},{"menuServiceItemRenderer":{"text":{"runs":[{"text":"Π‘ΠΏΠΎΠ΄Π΅Π»ΡΠ½Π΅"}]},"icon":{"iconType":"SHARE"},"serviceEndpoint":{"clickTrackingParams":"CM4BEKQwGAQiEwjvg7CJz7yMAxWoeHoFHVuOCp8=","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/share/get_share_panel"}},"shareEntityServiceEndpoint":{"serializedShareEntity":"CgtuTTE5OUVoSndRZw%3D%3D","commands":[{"clickTrackingParams":"CM4BEKQwGAQiEwjvg7CJz7yMAxWoeHoFHVuOCp8=","openPopupAction":{"popup":{"unifiedSharePanelRenderer":{"trackingParams":"CNEBEI5iIhMI74Owic-8jAMVqHh6BR1bjgqf","showLoadingSpinner":true}},"popupType":"DIALOG","beReused":true}}]}},"trackingParams":"CM4BEKQwGAQiEwjvg7CJz7yMAxWoeHoFHVuOCp8=","hasSeparator":true}}],"trackingParams":"CM4BEKQwGAQiEwjvg7CJz7yMAxWoeHoFHVuOCp8=","accessibility":{"accessibilityData":{"label":"ΠΠ΅Π½Ρ Π·Π° Π΄Π΅ΠΉΡΡΠ²ΠΈΡ"}}}},"thumbnailOverlays":[{"thumbnailOverlayTimeStatusRenderer":{"text":{"accessibility":{"accessibilityData":{"label":"26 ΠΌΠΈΠ½ΡΡΠΈ ΠΈ 5 ΡΠ΅ΠΊΡΠ½Π΄ΠΈ"}},"simpleText":"26:05"},"style":"DEFAULT"}},{"thumbnailOverlayToggleButtonRenderer":{"isToggled":false,"untoggledIcon":{"iconType":"WATCH_LATER"},"toggledIcon":{"iconType":"CHECK"},"untoggledTooltip":"ΠΠ° Π³Π»Π΅Π΄Π°Π½Π΅ ΠΏΠΎ-ΠΊΡΡΠ½ΠΎ","toggledTooltip":"ΠΠΎΠ±Π°Π²Π΅Π½","untoggledServiceEndpoint":{"clickTrackingParams":"CNABEPnnAxgBIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/browse/edit_playlist"}},"playlistEditEndpoint":{"playlistId":"WL","actions":[{"addedVideoId":"nM199EhJwQg","action":"ACTION_ADD_VIDEO"}]}},"toggledServiceEndpoint":{"clickTrackingParams":"CNABEPnnAxgBIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/browse/edit_playlist"}},"playlistEditEndpoint":{"playlistId":"WL","actions":[{"action":"ACTION_REMOVE_VIDEO_BY_VIDEO_ID","removedVideoId":"nM199EhJwQg"}]}},"untoggledAccessibility":{"accessibilityData":{"label":"ΠΠ° Π³Π»Π΅Π΄Π°Π½Π΅ ΠΏΠΎ-ΠΊΡΡΠ½ΠΎ"}},"toggledAccessibility":{"accessibilityData":{"label":"ΠΠΎΠ±Π°Π²Π΅Π½"}},"trackingParams":"CNABEPnnAxgBIhMI74Owic-8jAMVqHh6BR1bjgqf"}},{"thumbnailOverlayToggleButtonRenderer":{"untoggledIcon":{"iconType":"ADD_TO_QUEUE_TAIL"},"toggledIcon":{"iconType":"PLAYLIST_ADD_CHECK"},"untoggledTooltip":"ΠΠΎΠ±Π°Π²ΡΠ½Π΅ Π² ΠΎΠΏΠ°ΡΠΊΠ°ΡΠ°","toggledTooltip":"ΠΠΎΠ±Π°Π²Π΅Π½","untoggledServiceEndpoint":{"clickTrackingParams":"CM8BEMfsBBgCIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true}},"signalServiceEndpoint":{"signal":"CLIENT_SIGNAL","actions":[{"clickTrackingParams":"CM8BEMfsBBgCIhMI74Owic-8jAMVqHh6BR1bjgqf","addToPlaylistCommand":{"openMiniplayer":false,"openListPanel":true,"videoId":"nM199EhJwQg","listType":"PLAYLIST_EDIT_LIST_TYPE_QUEUE","onCreateListCommand":{"clickTrackingParams":"CM8BEMfsBBgCIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/playlist/create"}},"createPlaylistServiceEndpoint":{"videoIds":["nM199EhJwQg"],"params":"CAQ%3D"}},"videoIds":["nM199EhJwQg"]}}]}},"untoggledAccessibility":{"accessibilityData":{"label":"ΠΠΎΠ±Π°Π²ΡΠ½Π΅ Π² ΠΎΠΏΠ°ΡΠΊΠ°ΡΠ°"}},"toggledAccessibility":{"accessibilityData":{"label":"ΠΠΎΠ±Π°Π²Π΅Π½"}},"trackingParams":"CM8BEMfsBBgCIhMI74Owic-8jAMVqHh6BR1bjgqf"}},{"thumbnailOverlayNowPlayingRenderer":{"text":{"runs":[{"text":"Π‘Π΅Π³Π° ΡΠ»ΡΡΠ°ΡΠ΅"}]}}}],"accessibility":{"accessibilityData":{"label":"How to Build a $1M/Year Marketing Agency (Full Breakdown) – 26 ΠΌΠΈΠ½ΡΡΠΈ – ΠΡΠΌ ΠΊΠ°Π½Π°Π»Π° – Bayley Lucas - 93 ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ - ΠΏΡΠ΅Π΄ΠΈ 2 ΡΠ΅Π΄ΠΌΠΈΡΠΈ – ΠΏΡΡΠΊΠ°Π½Π΅ Π½Π° Π²ΠΈΠ΄Π΅ΠΎΠΊΠ»ΠΈΠΏΠ°"}},"richThumbnail":{"movingThumbnailRenderer":{"movingThumbnailDetails":{"thumbnails":[{"url":"https://i.ytimg.com/an_webp/nM199EhJwQg/mqdefault_6s.webp?du=3000 sqp=CIClu78G rs=AOn4CLBOOHr5jI_LeFwtFO6y1SFUhW1zxA","width":320,"height":180}],"logAsMovingThumbnail":true},"enableHoveredLogging":true,"enableOverlay":true}}}},{"compactVideoRenderer":{"videoId":"W2DvpCYw22o","thumbnail":{"thumbnails":[{"url":"https://i.ytimg.com/vi/W2DvpCYw22o/hqdefault.jpg?sqp=-oaymwEbCKgBEF5IVfKriqkDDggBFQAAiEIYAXABwAEG rs=AOn4CLDn6A2KMisuHAra9nZxD8sHprpaBg","width":168,"height":94},{"url":"https://i.ytimg.com/vi/W2DvpCYw22o/hqdefault.jpg?sqp=-oaymwEcCNACELwBSFXyq4qpAw4IARUAAIhCGAFwAcABBg== rs=AOn4CLDr7mhNF6BkNZQ94NgYDYR3bzYQhw","width":336,"height":188}]},"title":{"accessibility":{"accessibilityData":{"label":"Data Versioning and Reproducible ML with DVC and MLflow ΠΎΡ „Databricks“ 22 464 ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ ΠΏΡΠ΅Π΄ΠΈ 4 Π³ΠΎΠ΄ΠΈΠ½ΠΈ 26 ΠΌΠΈΠ½ΡΡΠΈ"}},"simpleText":"Data Versioning and Reproducible ML with DVC and MLflow"},"longBylineText":{"runs":[{"text":"Databricks","navigationEndpoint":{"clickTrackingParams":"CMcBEKQwGAUiEwjvg7CJz7yMAxWoeHoFHVuOCp8yB3JlbGF0ZWQ=","commandMetadata":{"webCommandMetadata":{"url":"/@Databricks","webPageType":"WEB_PAGE_TYPE_CHANNEL","rootVe":3611,"apiUrl":"/youtubei/v1/browse"}},"browseEndpoint":{"browseId":"UC3q8O3Bh2Le8Rj1-Q-_UUbA","canonicalBaseUrl":"/@Databricks"}}}]},"publishedTimeText":{"simpleText":"ΠΏΡΠ΅Π΄ΠΈ 4 Π³ΠΎΠ΄ΠΈΠ½ΠΈ"},"viewCountText":{"simpleText":"22 464 ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ"},"lengthText":{"accessibility":{"accessibilityData":{"label":"26 ΠΌΠΈΠ½ΡΡΠΈ ΠΈ 46 ΡΠ΅ΠΊΡΠ½Π΄ΠΈ"}},"simpleText":"26:46"},"navigationEndpoint":{"clickTrackingParams":"CMcBEKQwGAUiEwjvg7CJz7yMAxWoeHoFHVuOCp8yB3JlbGF0ZWRIkcalkMOklbBjmgEFCAEQ-B0=","commandMetadata":{"webCommandMetadata":{"url":"/watch?v=W2DvpCYw22o","webPageType":"WEB_PAGE_TYPE_WATCH","rootVe":3832}},"watchEndpoint":{"videoId":"W2DvpCYw22o","nofollow":true,"watchEndpointSupportedOnesieConfig":{"html5PlaybackOnesieConfig":{"commonConfig":{"url":"https://rr1---sn-uxaxiv0nxx5q-nv4s.googlevideo.com/initplayback?source=youtube oeis=1 c=WEB oad=3200 ovd=3200 oaad=11000 oavd=11000 ocs=700 oewis=1 oputc=1 ofpcc=1 msp=1 odepv=1 onvi=1 oreouc=1 id=5b60efa42630db6a ip=185.82.219.199 initcwndbps=2032500 mt=1743708801 oweuc= pxtags=Cg4KAnR4Egg1MTQzNDAxNA rxtags=Cg4KAnR4Egg1MTQzNDAxNA%2CCg4KAnR4Egg1MTQzNDAxNQ%2CCg4KAnR4Egg1MTQzNDAxNg%2CCg4KAnR4Egg1MTQzNDAxNw"}}}}},"shortBylineText":{"runs":[{"text":"Databricks","navigationEndpoint":{"clickTrackingParams":"CMcBEKQwGAUiEwjvg7CJz7yMAxWoeHoFHVuOCp8yB3JlbGF0ZWQ=","commandMetadata":{"webCommandMetadata":{"url":"/@Databricks","webPageType":"WEB_PAGE_TYPE_CHANNEL","rootVe":3611,"apiUrl":"/youtubei/v1/browse"}},"browseEndpoint":{"browseId":"UC3q8O3Bh2Le8Rj1-Q-_UUbA","canonicalBaseUrl":"/@Databricks"}}}]},"channelThumbnail":{"thumbnails":[{"url":"https://yt3.ggpht.com/-oAx1DAiLyJxYg71Bj60nEarlrnKq6HoGhsTd_TwABhxQsBmlOfzsp2TW4tlxZD_6kFNS0uW=s68-c-k-c0x00ffffff-no-rj","width":68,"height":68}]},"trackingParams":"CMcBEKQwGAUiEwjvg7CJz7yMAxWoeHoFHVuOCp9A6rbDscL0u7Bb","shortViewCountText":{"accessibility":{"accessibilityData":{"label":"22 Ρ ΠΈΠ»ΡΠ΄ΠΈ ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ"}},"simpleText":"22 Ρ ΠΈΠ». ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ"},"menu":{"menuRenderer":{"items":[{"menuServiceItemRenderer":{"text":{"runs":[{"text":"ΠΠΎΠ±Π°Π²ΡΠ½Π΅ Π² ΠΎΠΏΠ°ΡΠΊΠ°ΡΠ°"}]},"icon":{"iconType":"ADD_TO_QUEUE_TAIL"},"serviceEndpoint":{"clickTrackingParams":"CMwBEP6YBBgFIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true}},"signalServiceEndpoint":{"signal":"CLIENT_SIGNAL","actions":[{"clickTrackingParams":"CMwBEP6YBBgFIhMI74Owic-8jAMVqHh6BR1bjgqf","addToPlaylistCommand":{"openMiniplayer":false,"openListPanel":true,"videoId":"W2DvpCYw22o","listType":"PLAYLIST_EDIT_LIST_TYPE_QUEUE","onCreateListCommand":{"clickTrackingParams":"CMwBEP6YBBgFIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/playlist/create"}},"createPlaylistServiceEndpoint":{"videoIds":["W2DvpCYw22o"],"params":"CAQ%3D"}},"videoIds":["W2DvpCYw22o"]}},{"clickTrackingParams":"CMwBEP6YBBgFIhMI74Owic-8jAMVqHh6BR1bjgqf","openPopupAction":{"popup":{"notificationActionRenderer":{"responseText":{"simpleText":"ΠΠΎΠ±Π°Π²Π΅Π½ Π² ΠΎΠΏΠ°ΡΠΊΠ°ΡΠ°"},"trackingParams":"CM0BELlqIhMI74Owic-8jAMVqHh6BR1bjgqf"}},"popupType":"TOAST"}}]}},"trackingParams":"CMwBEP6YBBgFIhMI74Owic-8jAMVqHh6BR1bjgqf"}},{"menuServiceItemDownloadRenderer":{"serviceEndpoint":{"clickTrackingParams":"CMsBENGqBRgGIhMI74Owic-8jAMVqHh6BR1bjgqf","offlineVideoEndpoint":{"videoId":"W2DvpCYw22o","onAddCommand":{"clickTrackingParams":"CMsBENGqBRgGIhMI74Owic-8jAMVqHh6BR1bjgqf","getDownloadActionCommand":{"videoId":"W2DvpCYw22o","params":"CAIQAA%3D%3D"}}}},"trackingParams":"CMsBENGqBRgGIhMI74Owic-8jAMVqHh6BR1bjgqf"}},{"menuServiceItemRenderer":{"text":{"runs":[{"text":"Π‘ΠΏΠΎΠ΄Π΅Π»ΡΠ½Π΅"}]},"icon":{"iconType":"SHARE"},"serviceEndpoint":{"clickTrackingParams":"CMcBEKQwGAUiEwjvg7CJz7yMAxWoeHoFHVuOCp8=","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/share/get_share_panel"}},"shareEntityServiceEndpoint":{"serializedShareEntity":"CgtXMkR2cENZdzIybw%3D%3D","commands":[{"clickTrackingParams":"CMcBEKQwGAUiEwjvg7CJz7yMAxWoeHoFHVuOCp8=","openPopupAction":{"popup":{"unifiedSharePanelRenderer":{"trackingParams":"CMoBEI5iIhMI74Owic-8jAMVqHh6BR1bjgqf","showLoadingSpinner":true}},"popupType":"DIALOG","beReused":true}}]}},"trackingParams":"CMcBEKQwGAUiEwjvg7CJz7yMAxWoeHoFHVuOCp8=","hasSeparator":true}}],"trackingParams":"CMcBEKQwGAUiEwjvg7CJz7yMAxWoeHoFHVuOCp8=","accessibility":{"accessibilityData":{"label":"ΠΠ΅Π½Ρ Π·Π° Π΄Π΅ΠΉΡΡΠ²ΠΈΡ"}}}},"thumbnailOverlays":[{"thumbnailOverlayTimeStatusRenderer":{"text":{"accessibility":{"accessibilityData":{"label":"26 ΠΌΠΈΠ½ΡΡΠΈ ΠΈ 46 ΡΠ΅ΠΊΡΠ½Π΄ΠΈ"}},"simpleText":"26:46"},"style":"DEFAULT"}},{"thumbnailOverlayToggleButtonRenderer":{"isToggled":false,"untoggledIcon":{"iconType":"WATCH_LATER"},"toggledIcon":{"iconType":"CHECK"},"untoggledTooltip":"ΠΠ° Π³Π»Π΅Π΄Π°Π½Π΅ ΠΏΠΎ-ΠΊΡΡΠ½ΠΎ","toggledTooltip":"ΠΠΎΠ±Π°Π²Π΅Π½","untoggledServiceEndpoint":{"clickTrackingParams":"CMkBEPnnAxgBIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/browse/edit_playlist"}},"playlistEditEndpoint":{"playlistId":"WL","actions":[{"addedVideoId":"W2DvpCYw22o","action":"ACTION_ADD_VIDEO"}]}},"toggledServiceEndpoint":{"clickTrackingParams":"CMkBEPnnAxgBIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/browse/edit_playlist"}},"playlistEditEndpoint":{"playlistId":"WL","actions":[{"action":"ACTION_REMOVE_VIDEO_BY_VIDEO_ID","removedVideoId":"W2DvpCYw22o"}]}},"untoggledAccessibility":{"accessibilityData":{"label":"ΠΠ° Π³Π»Π΅Π΄Π°Π½Π΅ ΠΏΠΎ-ΠΊΡΡΠ½ΠΎ"}},"toggledAccessibility":{"accessibilityData":{"label":"ΠΠΎΠ±Π°Π²Π΅Π½"}},"trackingParams":"CMkBEPnnAxgBIhMI74Owic-8jAMVqHh6BR1bjgqf"}},{"thumbnailOverlayToggleButtonRenderer":{"untoggledIcon":{"iconType":"ADD_TO_QUEUE_TAIL"},"toggledIcon":{"iconType":"PLAYLIST_ADD_CHECK"},"untoggledTooltip":"ΠΠΎΠ±Π°Π²ΡΠ½Π΅ Π² ΠΎΠΏΠ°ΡΠΊΠ°ΡΠ°","toggledTooltip":"ΠΠΎΠ±Π°Π²Π΅Π½","untoggledServiceEndpoint":{"clickTrackingParams":"CMgBEMfsBBgCIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true}},"signalServiceEndpoint":{"signal":"CLIENT_SIGNAL","actions":[{"clickTrackingParams":"CMgBEMfsBBgCIhMI74Owic-8jAMVqHh6BR1bjgqf","addToPlaylistCommand":{"openMiniplayer":false,"openListPanel":true,"videoId":"W2DvpCYw22o","listType":"PLAYLIST_EDIT_LIST_TYPE_QUEUE","onCreateListCommand":{"clickTrackingParams":"CMgBEMfsBBgCIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/playlist/create"}},"createPlaylistServiceEndpoint":{"videoIds":["W2DvpCYw22o"],"params":"CAQ%3D"}},"videoIds":["W2DvpCYw22o"]}}]}},"untoggledAccessibility":{"accessibilityData":{"label":"ΠΠΎΠ±Π°Π²ΡΠ½Π΅ Π² ΠΎΠΏΠ°ΡΠΊΠ°ΡΠ°"}},"toggledAccessibility":{"accessibilityData":{"label":"ΠΠΎΠ±Π°Π²Π΅Π½"}},"trackingParams":"CMgBEMfsBBgCIhMI74Owic-8jAMVqHh6BR1bjgqf"}},{"thumbnailOverlayNowPlayingRenderer":{"text":{"runs":[{"text":"Π‘Π΅Π³Π° ΡΠ»ΡΡΠ°ΡΠ΅"}]}}}],"accessibility":{"accessibilityData":{"label":"Data Versioning and Reproducible ML with DVC and MLflow – 26 ΠΌΠΈΠ½ΡΡΠΈ – ΠΡΠΌ ΠΊΠ°Π½Π°Π»Π° – Databricks - 22 Ρ ΠΈΠ». ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ - ΠΏΡΠ΅Π΄ΠΈ 4 Π³ΠΎΠ΄ΠΈΠ½ΠΈ – ΠΏΡΡΠΊΠ°Π½Π΅ Π½Π° Π²ΠΈΠ΄Π΅ΠΎΠΊΠ»ΠΈΠΏΠ°"}},"richThumbnail":{"movingThumbnailRenderer":{"enableHoveredLogging":true,"enableOverlay":true}}}},{"compactVideoRenderer":{"videoId":"CGl4pifu8yE","thumbnail":{"thumbnails":[{"url":"https://i.ytimg.com/vi/CGl4pifu8yE/hqdefault.jpg?sqp=-oaymwEbCKgBEF5IVfKriqkDDggBFQAAiEIYAXABwAEG rs=AOn4CLAApqXR4oLn6xw1F6x9S7-2DR0waQ","width":168,"height":94},{"url":"https://i.ytimg.com/vi/CGl4pifu8yE/hqdefault.jpg?sqp=-oaymwEcCNACELwBSFXyq4qpAw4IARUAAIhCGAFwAcABBg== rs=AOn4CLBjDv2AHjw9rE_QDB1etpA9NKHOBg","width":336,"height":188}]},"title":{"accessibility":{"accessibilityData":{"label":"Model Monitoring with Amazon SageMaker ΠΎΡ „Metal Toad“ 4573 ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ ΠΏΡΠ΅Π΄ΠΈ 1 Π³ΠΎΠ΄ΠΈΠ½Π° 25 ΠΌΠΈΠ½ΡΡΠΈ"}},"simpleText":"Model Monitoring with Amazon SageMaker"},"longBylineText":{"runs":[{"text":"Metal Toad","navigationEndpoint":{"clickTrackingParams":"CMABEKQwGAYiEwjvg7CJz7yMAxWoeHoFHVuOCp8yB3JlbGF0ZWQ=","commandMetadata":{"webCommandMetadata":{"url":"/@metaltoad-c1b","webPageType":"WEB_PAGE_TYPE_CHANNEL","rootVe":3611,"apiUrl":"/youtubei/v1/browse"}},"browseEndpoint":{"browseId":"UCpfv8h4cGymZyxiqtoBd6QQ","canonicalBaseUrl":"/@metaltoad-c1b"}}}]},"publishedTimeText":{"simpleText":"ΠΏΡΠ΅Π΄ΠΈ 1 Π³ΠΎΠ΄ΠΈΠ½Π°"},"viewCountText":{"simpleText":"4573 ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ"},"lengthText":{"accessibility":{"accessibilityData":{"label":"25 ΠΌΠΈΠ½ΡΡΠΈ ΠΈ 50 ΡΠ΅ΠΊΡΠ½Π΄ΠΈ"}},"simpleText":"25:50"},"navigationEndpoint":{"clickTrackingParams":"CMABEKQwGAYiEwjvg7CJz7yMAxWoeHoFHVuOCp8yB3JlbGF0ZWRIkcalkMOklbBjmgEFCAEQ-B0=","commandMetadata":{"webCommandMetadata":{"url":"/watch?v=CGl4pifu8yE","webPageType":"WEB_PAGE_TYPE_WATCH","rootVe":3832}},"watchEndpoint":{"videoId":"CGl4pifu8yE","nofollow":true,"watchEndpointSupportedOnesieConfig":{"html5PlaybackOnesieConfig":{"commonConfig":{"url":"https://rr1---sn-uxaxiv0nxx5q-nv4s.googlevideo.com/initplayback?source=youtube oeis=1 c=WEB oad=3200 ovd=3200 oaad=11000 oavd=11000 ocs=700 oewis=1 oputc=1 ofpcc=1 msp=1 odepv=1 onvi=1 oreouc=1 id=086978a627eef321 ip=185.82.219.199 initcwndbps=2032500 mt=1743708801 oweuc= pxtags=Cg4KAnR4Egg1MTQzNDAxNA rxtags=Cg4KAnR4Egg1MTQzNDAxNA%2CCg4KAnR4Egg1MTQzNDAxNQ%2CCg4KAnR4Egg1MTQzNDAxNg%2CCg4KAnR4Egg1MTQzNDAxNw"}}}}},"shortBylineText":{"runs":[{"text":"Metal Toad","navigationEndpoint":{"clickTrackingParams":"CMABEKQwGAYiEwjvg7CJz7yMAxWoeHoFHVuOCp8yB3JlbGF0ZWQ=","commandMetadata":{"webCommandMetadata":{"url":"/@metaltoad-c1b","webPageType":"WEB_PAGE_TYPE_CHANNEL","rootVe":3611,"apiUrl":"/youtubei/v1/browse"}},"browseEndpoint":{"browseId":"UCpfv8h4cGymZyxiqtoBd6QQ","canonicalBaseUrl":"/@metaltoad-c1b"}}}]},"channelThumbnail":{"thumbnails":[{"url":"https://yt3.ggpht.com/r6-rLh6kdMyqN2RMcAITosHv_FZOqppsH7WlN6X4ChXkOc4WFPEP6iHpzwH8CMEDrHcR2QIIgA=s68-c-k-c0x00ffffff-no-rj","width":68,"height":68}]},"trackingParams":"CMABEKQwGAYiEwjvg7CJz7yMAxWoeHoFHVuOCp9Aoea7v-KU3rQI","shortViewCountText":{"accessibility":{"accessibilityData":{"label":"4,5 Ρ ΠΈΠ»ΡΠ΄ΠΈ ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ"}},"simpleText":"4,5 Ρ ΠΈΠ». ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ"},"menu":{"menuRenderer":{"items":[{"menuServiceItemRenderer":{"text":{"runs":[{"text":"ΠΠΎΠ±Π°Π²ΡΠ½Π΅ Π² ΠΎΠΏΠ°ΡΠΊΠ°ΡΠ°"}]},"icon":{"iconType":"ADD_TO_QUEUE_TAIL"},"serviceEndpoint":{"clickTrackingParams":"CMUBEP6YBBgFIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true}},"signalServiceEndpoint":{"signal":"CLIENT_SIGNAL","actions":[{"clickTrackingParams":"CMUBEP6YBBgFIhMI74Owic-8jAMVqHh6BR1bjgqf","addToPlaylistCommand":{"openMiniplayer":false,"openListPanel":true,"videoId":"CGl4pifu8yE","listType":"PLAYLIST_EDIT_LIST_TYPE_QUEUE","onCreateListCommand":{"clickTrackingParams":"CMUBEP6YBBgFIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/playlist/create"}},"createPlaylistServiceEndpoint":{"videoIds":["CGl4pifu8yE"],"params":"CAQ%3D"}},"videoIds":["CGl4pifu8yE"]}},{"clickTrackingParams":"CMUBEP6YBBgFIhMI74Owic-8jAMVqHh6BR1bjgqf","openPopupAction":{"popup":{"notificationActionRenderer":{"responseText":{"simpleText":"ΠΠΎΠ±Π°Π²Π΅Π½ Π² ΠΎΠΏΠ°ΡΠΊΠ°ΡΠ°"},"trackingParams":"CMYBELlqIhMI74Owic-8jAMVqHh6BR1bjgqf"}},"popupType":"TOAST"}}]}},"trackingParams":"CMUBEP6YBBgFIhMI74Owic-8jAMVqHh6BR1bjgqf"}},{"menuServiceItemDownloadRenderer":{"serviceEndpoint":{"clickTrackingParams":"CMQBENGqBRgGIhMI74Owic-8jAMVqHh6BR1bjgqf","offlineVideoEndpoint":{"videoId":"CGl4pifu8yE","onAddCommand":{"clickTrackingParams":"CMQBENGqBRgGIhMI74Owic-8jAMVqHh6BR1bjgqf","getDownloadActionCommand":{"videoId":"CGl4pifu8yE","params":"CAIQAA%3D%3D"}}}},"trackingParams":"CMQBENGqBRgGIhMI74Owic-8jAMVqHh6BR1bjgqf"}},{"menuServiceItemRenderer":{"text":{"runs":[{"text":"Π‘ΠΏΠΎΠ΄Π΅Π»ΡΠ½Π΅"}]},"icon":{"iconType":"SHARE"},"serviceEndpoint":{"clickTrackingParams":"CMABEKQwGAYiEwjvg7CJz7yMAxWoeHoFHVuOCp8=","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/share/get_share_panel"}},"shareEntityServiceEndpoint":{"serializedShareEntity":"CgtDR2w0cGlmdTh5RQ%3D%3D","commands":[{"clickTrackingParams":"CMABEKQwGAYiEwjvg7CJz7yMAxWoeHoFHVuOCp8=","openPopupAction":{"popup":{"unifiedSharePanelRenderer":{"trackingParams":"CMMBEI5iIhMI74Owic-8jAMVqHh6BR1bjgqf","showLoadingSpinner":true}},"popupType":"DIALOG","beReused":true}}]}},"trackingParams":"CMABEKQwGAYiEwjvg7CJz7yMAxWoeHoFHVuOCp8=","hasSeparator":true}}],"trackingParams":"CMABEKQwGAYiEwjvg7CJz7yMAxWoeHoFHVuOCp8=","accessibility":{"accessibilityData":{"label":"ΠΠ΅Π½Ρ Π·Π° Π΄Π΅ΠΉΡΡΠ²ΠΈΡ"}}}},"thumbnailOverlays":[{"thumbnailOverlayTimeStatusRenderer":{"text":{"accessibility":{"accessibilityData":{"label":"25 ΠΌΠΈΠ½ΡΡΠΈ ΠΈ 50 ΡΠ΅ΠΊΡΠ½Π΄ΠΈ"}},"simpleText":"25:50"},"style":"DEFAULT"}},{"thumbnailOverlayToggleButtonRenderer":{"isToggled":false,"untoggledIcon":{"iconType":"WATCH_LATER"},"toggledIcon":{"iconType":"CHECK"},"untoggledTooltip":"ΠΠ° Π³Π»Π΅Π΄Π°Π½Π΅ ΠΏΠΎ-ΠΊΡΡΠ½ΠΎ","toggledTooltip":"ΠΠΎΠ±Π°Π²Π΅Π½","untoggledServiceEndpoint":{"clickTrackingParams":"CMIBEPnnAxgBIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/browse/edit_playlist"}},"playlistEditEndpoint":{"playlistId":"WL","actions":[{"addedVideoId":"CGl4pifu8yE","action":"ACTION_ADD_VIDEO"}]}},"toggledServiceEndpoint":{"clickTrackingParams":"CMIBEPnnAxgBIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/browse/edit_playlist"}},"playlistEditEndpoint":{"playlistId":"WL","actions":[{"action":"ACTION_REMOVE_VIDEO_BY_VIDEO_ID","removedVideoId":"CGl4pifu8yE"}]}},"untoggledAccessibility":{"accessibilityData":{"label":"ΠΠ° Π³Π»Π΅Π΄Π°Π½Π΅ ΠΏΠΎ-ΠΊΡΡΠ½ΠΎ"}},"toggledAccessibility":{"accessibilityData":{"label":"ΠΠΎΠ±Π°Π²Π΅Π½"}},"trackingParams":"CMIBEPnnAxgBIhMI74Owic-8jAMVqHh6BR1bjgqf"}},{"thumbnailOverlayToggleButtonRenderer":{"untoggledIcon":{"iconType":"ADD_TO_QUEUE_TAIL"},"toggledIcon":{"iconType":"PLAYLIST_ADD_CHECK"},"untoggledTooltip":"ΠΠΎΠ±Π°Π²ΡΠ½Π΅ Π² ΠΎΠΏΠ°ΡΠΊΠ°ΡΠ°","toggledTooltip":"ΠΠΎΠ±Π°Π²Π΅Π½","untoggledServiceEndpoint":{"clickTrackingParams":"CMEBEMfsBBgCIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true}},"signalServiceEndpoint":{"signal":"CLIENT_SIGNAL","actions":[{"clickTrackingParams":"CMEBEMfsBBgCIhMI74Owic-8jAMVqHh6BR1bjgqf","addToPlaylistCommand":{"openMiniplayer":false,"openListPanel":true,"videoId":"CGl4pifu8yE","listType":"PLAYLIST_EDIT_LIST_TYPE_QUEUE","onCreateListCommand":{"clickTrackingParams":"CMEBEMfsBBgCIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/playlist/create"}},"createPlaylistServiceEndpoint":{"videoIds":["CGl4pifu8yE"],"params":"CAQ%3D"}},"videoIds":["CGl4pifu8yE"]}}]}},"untoggledAccessibility":{"accessibilityData":{"label":"ΠΠΎΠ±Π°Π²ΡΠ½Π΅ Π² ΠΎΠΏΠ°ΡΠΊΠ°ΡΠ°"}},"toggledAccessibility":{"accessibilityData":{"label":"ΠΠΎΠ±Π°Π²Π΅Π½"}},"trackingParams":"CMEBEMfsBBgCIhMI74Owic-8jAMVqHh6BR1bjgqf"}},{"thumbnailOverlayNowPlayingRenderer":{"text":{"runs":[{"text":"Π‘Π΅Π³Π° ΡΠ»ΡΡΠ°ΡΠ΅"}]}}}],"accessibility":{"accessibilityData":{"label":"Model Monitoring with Amazon SageMaker – 25 ΠΌΠΈΠ½ΡΡΠΈ – ΠΡΠΌ ΠΊΠ°Π½Π°Π»Π° – Metal Toad - 4,5 Ρ ΠΈΠ». ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ - ΠΏΡΠ΅Π΄ΠΈ 1 Π³ΠΎΠ΄ΠΈΠ½Π° – ΠΏΡΡΠΊΠ°Π½Π΅ Π½Π° Π²ΠΈΠ΄Π΅ΠΎΠΊΠ»ΠΈΠΏΠ°"}},"richThumbnail":{"movingThumbnailRenderer":{"enableHoveredLogging":true,"enableOverlay":true}}}},{"compactVideoRenderer":{"videoId":"cgc3dSEAel0","thumbnail":{"thumbnails":[{"url":"https://i.ytimg.com/vi/cgc3dSEAel0/hqdefault.jpg?sqp=-oaymwEbCKgBEF5IVfKriqkDDggBFQAAiEIYAXABwAEG rs=AOn4CLAnNZMIhXxcergRh4t96f3Xxf97TQ","width":168,"height":94},{"url":"https://i.ytimg.com/vi/cgc3dSEAel0/hqdefault.jpg?sqp=-oaymwEcCNACELwBSFXyq4qpAw4IARUAAIhCGAFwAcABBg== rs=AOn4CLA4ght6nDY8NipJGyKjSMovpM_B5g","width":336,"height":188}]},"title":{"accessibility":{"accessibilityData":{"label":"Evidently AI Tutorial-Open Source ML Models Monitoring and Observability ΠΎΡ „Krish Naik“ 20 306 ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ ΠΏΡΠ΅Π΄ΠΈ 1 Π³ΠΎΠ΄ΠΈΠ½Π° 30 ΠΌΠΈΠ½ΡΡΠΈ"}},"simpleText":"Evidently AI Tutorial-Open Source ML Models Monitoring and Observability"},"longBylineText":{"runs":[{"text":"Krish Naik","navigationEndpoint":{"clickTrackingParams":"CLkBEKQwGAciEwjvg7CJz7yMAxWoeHoFHVuOCp8yB3JlbGF0ZWQ=","commandMetadata":{"webCommandMetadata":{"url":"/@krishnaik06","webPageType":"WEB_PAGE_TYPE_CHANNEL","rootVe":3611,"apiUrl":"/youtubei/v1/browse"}},"browseEndpoint":{"browseId":"UCNU_lfiiWBdtULKOw6X0Dig","canonicalBaseUrl":"/@krishnaik06"}}}]},"publishedTimeText":{"simpleText":"ΠΏΡΠ΅Π΄ΠΈ 1 Π³ΠΎΠ΄ΠΈΠ½Π°"},"viewCountText":{"simpleText":"20 306 ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ"},"lengthText":{"accessibility":{"accessibilityData":{"label":"30 ΠΌΠΈΠ½ΡΡΠΈ ΠΈ 13 ΡΠ΅ΠΊΡΠ½Π΄ΠΈ"}},"simpleText":"30:13"},"navigationEndpoint":{"clickTrackingParams":"CLkBEKQwGAciEwjvg7CJz7yMAxWoeHoFHVuOCp8yB3JlbGF0ZWRIkcalkMOklbBjmgEFCAEQ-B0=","commandMetadata":{"webCommandMetadata":{"url":"/watch?v=cgc3dSEAel0","webPageType":"WEB_PAGE_TYPE_WATCH","rootVe":3832}},"watchEndpoint":{"videoId":"cgc3dSEAel0","nofollow":true,"watchEndpointSupportedOnesieConfig":{"html5PlaybackOnesieConfig":{"commonConfig":{"url":"https://rr4---sn-uxaxiv0nxx5q-nv4l.googlevideo.com/initplayback?source=youtube oeis=1 c=WEB oad=3200 ovd=3200 oaad=11000 oavd=11000 ocs=700 oewis=1 oputc=1 ofpcc=1 msp=1 odepv=1 onvi=1 oreouc=1 id=7207377521007a5d ip=185.82.219.199 initcwndbps=1090000 mt=1743708801 oweuc= pxtags=Cg4KAnR4Egg1MTQzNDAxNA rxtags=Cg4KAnR4Egg1MTQzNDAxNA%2CCg4KAnR4Egg1MTQzNDAxNQ%2CCg4KAnR4Egg1MTQzNDAxNg%2CCg4KAnR4Egg1MTQzNDAxNw"}}}}},"shortBylineText":{"runs":[{"text":"Krish Naik","navigationEndpoint":{"clickTrackingParams":"CLkBEKQwGAciEwjvg7CJz7yMAxWoeHoFHVuOCp8yB3JlbGF0ZWQ=","commandMetadata":{"webCommandMetadata":{"url":"/@krishnaik06","webPageType":"WEB_PAGE_TYPE_CHANNEL","rootVe":3611,"apiUrl":"/youtubei/v1/browse"}},"browseEndpoint":{"browseId":"UCNU_lfiiWBdtULKOw6X0Dig","canonicalBaseUrl":"/@krishnaik06"}}}]},"channelThumbnail":{"thumbnails":[{"url":"https://yt3.ggpht.com/r0lRsN4EgVg_h9TfhKoK-oa9SGtmC4QxvwhEYFB4VWoRXtxsQoyhh2WvrRxpxciTYwh4D4_W=s68-c-k-c0x00ffffff-no-rj","width":68,"height":68}]},"ownerBadges":[{"metadataBadgeRenderer":{"icon":{"iconType":"CHECK_CIRCLE_THICK"},"style":"BADGE_STYLE_TYPE_VERIFIED","tooltip":"ΠΠΎΡΠ²ΡΡΠ΄Π΅Π½","trackingParams":"CLkBEKQwGAciEwjvg7CJz7yMAxWoeHoFHVuOCp8=","accessibilityData":{"label":"ΠΠΎΡΠ²ΡΡΠ΄Π΅Π½"}}}],"trackingParams":"CLkBEKQwGAciEwjvg7CJz7yMAxWoeHoFHVuOCp9A3fSBiNLuzYNy","shortViewCountText":{"accessibility":{"accessibilityData":{"label":"20 Ρ ΠΈΠ»ΡΠ΄ΠΈ ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ"}},"simpleText":"20 Ρ ΠΈΠ». ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ"},"menu":{"menuRenderer":{"items":[{"menuServiceItemRenderer":{"text":{"runs":[{"text":"ΠΠΎΠ±Π°Π²ΡΠ½Π΅ Π² ΠΎΠΏΠ°ΡΠΊΠ°ΡΠ°"}]},"icon":{"iconType":"ADD_TO_QUEUE_TAIL"},"serviceEndpoint":{"clickTrackingParams":"CL4BEP6YBBgHIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true}},"signalServiceEndpoint":{"signal":"CLIENT_SIGNAL","actions":[{"clickTrackingParams":"CL4BEP6YBBgHIhMI74Owic-8jAMVqHh6BR1bjgqf","addToPlaylistCommand":{"openMiniplayer":false,"openListPanel":true,"videoId":"cgc3dSEAel0","listType":"PLAYLIST_EDIT_LIST_TYPE_QUEUE","onCreateListCommand":{"clickTrackingParams":"CL4BEP6YBBgHIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/playlist/create"}},"createPlaylistServiceEndpoint":{"videoIds":["cgc3dSEAel0"],"params":"CAQ%3D"}},"videoIds":["cgc3dSEAel0"]}},{"clickTrackingParams":"CL4BEP6YBBgHIhMI74Owic-8jAMVqHh6BR1bjgqf","openPopupAction":{"popup":{"notificationActionRenderer":{"responseText":{"simpleText":"ΠΠΎΠ±Π°Π²Π΅Π½ Π² ΠΎΠΏΠ°ΡΠΊΠ°ΡΠ°"},"trackingParams":"CL8BELlqIhMI74Owic-8jAMVqHh6BR1bjgqf"}},"popupType":"TOAST"}}]}},"trackingParams":"CL4BEP6YBBgHIhMI74Owic-8jAMVqHh6BR1bjgqf"}},{"menuServiceItemDownloadRenderer":{"serviceEndpoint":{"clickTrackingParams":"CL0BENGqBRgIIhMI74Owic-8jAMVqHh6BR1bjgqf","offlineVideoEndpoint":{"videoId":"cgc3dSEAel0","onAddCommand":{"clickTrackingParams":"CL0BENGqBRgIIhMI74Owic-8jAMVqHh6BR1bjgqf","getDownloadActionCommand":{"videoId":"cgc3dSEAel0","params":"CAIQAA%3D%3D"}}}},"trackingParams":"CL0BENGqBRgIIhMI74Owic-8jAMVqHh6BR1bjgqf"}},{"menuServiceItemRenderer":{"text":{"runs":[{"text":"Π‘ΠΏΠΎΠ΄Π΅Π»ΡΠ½Π΅"}]},"icon":{"iconType":"SHARE"},"serviceEndpoint":{"clickTrackingParams":"CLkBEKQwGAciEwjvg7CJz7yMAxWoeHoFHVuOCp8=","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/share/get_share_panel"}},"shareEntityServiceEndpoint":{"serializedShareEntity":"CgtjZ2MzZFNFQWVsMA%3D%3D","commands":[{"clickTrackingParams":"CLkBEKQwGAciEwjvg7CJz7yMAxWoeHoFHVuOCp8=","openPopupAction":{"popup":{"unifiedSharePanelRenderer":{"trackingParams":"CLwBEI5iIhMI74Owic-8jAMVqHh6BR1bjgqf","showLoadingSpinner":true}},"popupType":"DIALOG","beReused":true}}]}},"trackingParams":"CLkBEKQwGAciEwjvg7CJz7yMAxWoeHoFHVuOCp8=","hasSeparator":true}}],"trackingParams":"CLkBEKQwGAciEwjvg7CJz7yMAxWoeHoFHVuOCp8=","accessibility":{"accessibilityData":{"label":"ΠΠ΅Π½Ρ Π·Π° Π΄Π΅ΠΉΡΡΠ²ΠΈΡ"}}}},"thumbnailOverlays":[{"thumbnailOverlayTimeStatusRenderer":{"text":{"accessibility":{"accessibilityData":{"label":"30 ΠΌΠΈΠ½ΡΡΠΈ ΠΈ 13 ΡΠ΅ΠΊΡΠ½Π΄ΠΈ"}},"simpleText":"30:13"},"style":"DEFAULT"}},{"thumbnailOverlayToggleButtonRenderer":{"isToggled":false,"untoggledIcon":{"iconType":"WATCH_LATER"},"toggledIcon":{"iconType":"CHECK"},"untoggledTooltip":"ΠΠ° Π³Π»Π΅Π΄Π°Π½Π΅ ΠΏΠΎ-ΠΊΡΡΠ½ΠΎ","toggledTooltip":"ΠΠΎΠ±Π°Π²Π΅Π½","untoggledServiceEndpoint":{"clickTrackingParams":"CLsBEPnnAxgCIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/browse/edit_playlist"}},"playlistEditEndpoint":{"playlistId":"WL","actions":[{"addedVideoId":"cgc3dSEAel0","action":"ACTION_ADD_VIDEO"}]}},"toggledServiceEndpoint":{"clickTrackingParams":"CLsBEPnnAxgCIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/browse/edit_playlist"}},"playlistEditEndpoint":{"playlistId":"WL","actions":[{"action":"ACTION_REMOVE_VIDEO_BY_VIDEO_ID","removedVideoId":"cgc3dSEAel0"}]}},"untoggledAccessibility":{"accessibilityData":{"label":"ΠΠ° Π³Π»Π΅Π΄Π°Π½Π΅ ΠΏΠΎ-ΠΊΡΡΠ½ΠΎ"}},"toggledAccessibility":{"accessibilityData":{"label":"ΠΠΎΠ±Π°Π²Π΅Π½"}},"trackingParams":"CLsBEPnnAxgCIhMI74Owic-8jAMVqHh6BR1bjgqf"}},{"thumbnailOverlayToggleButtonRenderer":{"untoggledIcon":{"iconType":"ADD_TO_QUEUE_TAIL"},"toggledIcon":{"iconType":"PLAYLIST_ADD_CHECK"},"untoggledTooltip":"ΠΠΎΠ±Π°Π²ΡΠ½Π΅ Π² ΠΎΠΏΠ°ΡΠΊΠ°ΡΠ°","toggledTooltip":"ΠΠΎΠ±Π°Π²Π΅Π½","untoggledServiceEndpoint":{"clickTrackingParams":"CLoBEMfsBBgDIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true}},"signalServiceEndpoint":{"signal":"CLIENT_SIGNAL","actions":[{"clickTrackingParams":"CLoBEMfsBBgDIhMI74Owic-8jAMVqHh6BR1bjgqf","addToPlaylistCommand":{"openMiniplayer":false,"openListPanel":true,"videoId":"cgc3dSEAel0","listType":"PLAYLIST_EDIT_LIST_TYPE_QUEUE","onCreateListCommand":{"clickTrackingParams":"CLoBEMfsBBgDIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/playlist/create"}},"createPlaylistServiceEndpoint":{"videoIds":["cgc3dSEAel0"],"params":"CAQ%3D"}},"videoIds":["cgc3dSEAel0"]}}]}},"untoggledAccessibility":{"accessibilityData":{"label":"ΠΠΎΠ±Π°Π²ΡΠ½Π΅ Π² ΠΎΠΏΠ°ΡΠΊΠ°ΡΠ°"}},"toggledAccessibility":{"accessibilityData":{"label":"ΠΠΎΠ±Π°Π²Π΅Π½"}},"trackingParams":"CLoBEMfsBBgDIhMI74Owic-8jAMVqHh6BR1bjgqf"}},{"thumbnailOverlayNowPlayingRenderer":{"text":{"runs":[{"text":"Π‘Π΅Π³Π° ΡΠ»ΡΡΠ°ΡΠ΅"}]}}}],"accessibility":{"accessibilityData":{"label":"Evidently AI Tutorial-Open Source ML Models Monitoring and Observability – 30 ΠΌΠΈΠ½ΡΡΠΈ – ΠΡΠΌ ΠΊΠ°Π½Π°Π»Π° – Krish Naik - 20 Ρ ΠΈΠ». ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ - ΠΏΡΠ΅Π΄ΠΈ 1 Π³ΠΎΠ΄ΠΈΠ½Π° – ΠΏΡΡΠΊΠ°Π½Π΅ Π½Π° Π²ΠΈΠ΄Π΅ΠΎΠΊΠ»ΠΈΠΏΠ°"}},"richThumbnail":{"movingThumbnailRenderer":{"movingThumbnailDetails":{"thumbnails":[{"url":"https://i.ytimg.com/an_webp/cgc3dSEAel0/mqdefault_6s.webp?du=3000 sqp=CMS4u78G rs=AOn4CLDZjoV4JShISJFq_-uHFQeU0G4u5w","width":320,"height":180}],"logAsMovingThumbnail":true},"enableHoveredLogging":true,"enableOverlay":true}}}},{"compactVideoRenderer":{"videoId":"--KcBoInuqw","thumbnail":{"thumbnails":[{"url":"https://i.ytimg.com/vi/--KcBoInuqw/hqdefault.jpg?sqp=-oaymwEbCKgBEF5IVfKriqkDDggBFQAAiEIYAXABwAEG rs=AOn4CLAK_i4LcTOT3ey2k9_w-SeFGEnyLQ","width":168,"height":94},{"url":"https://i.ytimg.com/vi/--KcBoInuqw/hqdefault.jpg?sqp=-oaymwEcCNACELwBSFXyq4qpAw4IARUAAIhCGAFwAcABBg== rs=AOn4CLBjgZCyD1hbmKPDrNMvJ7QxssCwPg","width":336,"height":188}]},"title":{"accessibility":{"accessibilityData":{"label":"ML Drift - How to Identify Issues Before They Become Problems // Amy Hodler // MLOps Meetup #89 ΠΎΡ „MLOps.community“ 1469 ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ ΠΏΡΠ΅Π΄ΠΈ 3 Π³ΠΎΠ΄ΠΈΠ½ΠΈ 56 ΠΌΠΈΠ½ΡΡΠΈ"}},"simpleText":"ML Drift - How to Identify Issues Before They Become Problems // Amy Hodler // MLOps Meetup #89"},"longBylineText":{"runs":[{"text":"MLOps.community","navigationEndpoint":{"clickTrackingParams":"CLIBEKQwGAgiEwjvg7CJz7yMAxWoeHoFHVuOCp8yB3JlbGF0ZWQ=","commandMetadata":{"webCommandMetadata":{"url":"/@MLOps","webPageType":"WEB_PAGE_TYPE_CHANNEL","rootVe":3611,"apiUrl":"/youtubei/v1/browse"}},"browseEndpoint":{"browseId":"UCG6qpjVnBTTT8wLGBygANOQ","canonicalBaseUrl":"/@MLOps"}}}]},"publishedTimeText":{"simpleText":"ΠΏΡΠ΅Π΄ΠΈ 3 Π³ΠΎΠ΄ΠΈΠ½ΠΈ"},"viewCountText":{"simpleText":"1469 ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ"},"lengthText":{"accessibility":{"accessibilityData":{"label":"56 ΠΌΠΈΠ½ΡΡΠΈ ΠΈ 58 ΡΠ΅ΠΊΡΠ½Π΄ΠΈ"}},"simpleText":"56:58"},"navigationEndpoint":{"clickTrackingParams":"CLIBEKQwGAgiEwjvg7CJz7yMAxWoeHoFHVuOCp8yB3JlbGF0ZWRIkcalkMOklbBjmgEFCAEQ-B0=","commandMetadata":{"webCommandMetadata":{"url":"/watch?v=--KcBoInuqw","webPageType":"WEB_PAGE_TYPE_WATCH","rootVe":3832}},"watchEndpoint":{"videoId":"--KcBoInuqw","nofollow":true,"watchEndpointSupportedOnesieConfig":{"html5PlaybackOnesieConfig":{"commonConfig":{"url":"https://rr2---sn-uxaxiv0nxx5q-nv4l.googlevideo.com/initplayback?source=youtube oeis=1 c=WEB oad=3200 ovd=3200 oaad=11000 oavd=11000 ocs=700 oewis=1 oputc=1 ofpcc=1 msp=1 odepv=1 onvi=1 oreouc=1 id=fbe29c068227baac ip=185.82.219.199 initcwndbps=1090000 mt=1743708801 oweuc= pxtags=Cg4KAnR4Egg1MTQzNDAxNA rxtags=Cg4KAnR4Egg1MTQzNDAxNA%2CCg4KAnR4Egg1MTQzNDAxNQ%2CCg4KAnR4Egg1MTQzNDAxNg%2CCg4KAnR4Egg1MTQzNDAxNw"}}}}},"shortBylineText":{"runs":[{"text":"MLOps.community","navigationEndpoint":{"clickTrackingParams":"CLIBEKQwGAgiEwjvg7CJz7yMAxWoeHoFHVuOCp8yB3JlbGF0ZWQ=","commandMetadata":{"webCommandMetadata":{"url":"/@MLOps","webPageType":"WEB_PAGE_TYPE_CHANNEL","rootVe":3611,"apiUrl":"/youtubei/v1/browse"}},"browseEndpoint":{"browseId":"UCG6qpjVnBTTT8wLGBygANOQ","canonicalBaseUrl":"/@MLOps"}}}]},"channelThumbnail":{"thumbnails":[{"url":"https://yt3.ggpht.com/ytc/AIdro_mvBp_kIcK5Fw4HoYXEx5q2R6isf_0ZQRy5JyIoE-UWjQ=s68-c-k-c0x00ffffff-no-rj","width":68,"height":68}]},"trackingParams":"CLIBEKQwGAgiEwjvg7CJz7yMAxWoeHoFHVuOCp9ArPWekeiAp_H7AQ==","shortViewCountText":{"accessibility":{"accessibilityData":{"label":"1,4 Ρ ΠΈΠ»ΡΠ΄ΠΈ ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ"}},"simpleText":"1,4 Ρ ΠΈΠ». ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ"},"menu":{"menuRenderer":{"items":[{"menuServiceItemRenderer":{"text":{"runs":[{"text":"ΠΠΎΠ±Π°Π²ΡΠ½Π΅ Π² ΠΎΠΏΠ°ΡΠΊΠ°ΡΠ°"}]},"icon":{"iconType":"ADD_TO_QUEUE_TAIL"},"serviceEndpoint":{"clickTrackingParams":"CLcBEP6YBBgFIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true}},"signalServiceEndpoint":{"signal":"CLIENT_SIGNAL","actions":[{"clickTrackingParams":"CLcBEP6YBBgFIhMI74Owic-8jAMVqHh6BR1bjgqf","addToPlaylistCommand":{"openMiniplayer":false,"openListPanel":true,"videoId":"--KcBoInuqw","listType":"PLAYLIST_EDIT_LIST_TYPE_QUEUE","onCreateListCommand":{"clickTrackingParams":"CLcBEP6YBBgFIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/playlist/create"}},"createPlaylistServiceEndpoint":{"videoIds":["--KcBoInuqw"],"params":"CAQ%3D"}},"videoIds":["--KcBoInuqw"]}},{"clickTrackingParams":"CLcBEP6YBBgFIhMI74Owic-8jAMVqHh6BR1bjgqf","openPopupAction":{"popup":{"notificationActionRenderer":{"responseText":{"simpleText":"ΠΠΎΠ±Π°Π²Π΅Π½ Π² ΠΎΠΏΠ°ΡΠΊΠ°ΡΠ°"},"trackingParams":"CLgBELlqIhMI74Owic-8jAMVqHh6BR1bjgqf"}},"popupType":"TOAST"}}]}},"trackingParams":"CLcBEP6YBBgFIhMI74Owic-8jAMVqHh6BR1bjgqf"}},{"menuServiceItemDownloadRenderer":{"serviceEndpoint":{"clickTrackingParams":"CLYBENGqBRgGIhMI74Owic-8jAMVqHh6BR1bjgqf","offlineVideoEndpoint":{"videoId":"--KcBoInuqw","onAddCommand":{"clickTrackingParams":"CLYBENGqBRgGIhMI74Owic-8jAMVqHh6BR1bjgqf","getDownloadActionCommand":{"videoId":"--KcBoInuqw","params":"CAIQAA%3D%3D"}}}},"trackingParams":"CLYBENGqBRgGIhMI74Owic-8jAMVqHh6BR1bjgqf"}},{"menuServiceItemRenderer":{"text":{"runs":[{"text":"Π‘ΠΏΠΎΠ΄Π΅Π»ΡΠ½Π΅"}]},"icon":{"iconType":"SHARE"},"serviceEndpoint":{"clickTrackingParams":"CLIBEKQwGAgiEwjvg7CJz7yMAxWoeHoFHVuOCp8=","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/share/get_share_panel"}},"shareEntityServiceEndpoint":{"serializedShareEntity":"CgstLUtjQm9JbnVxdw%3D%3D","commands":[{"clickTrackingParams":"CLIBEKQwGAgiEwjvg7CJz7yMAxWoeHoFHVuOCp8=","openPopupAction":{"popup":{"unifiedSharePanelRenderer":{"trackingParams":"CLUBEI5iIhMI74Owic-8jAMVqHh6BR1bjgqf","showLoadingSpinner":true}},"popupType":"DIALOG","beReused":true}}]}},"trackingParams":"CLIBEKQwGAgiEwjvg7CJz7yMAxWoeHoFHVuOCp8=","hasSeparator":true}}],"trackingParams":"CLIBEKQwGAgiEwjvg7CJz7yMAxWoeHoFHVuOCp8=","accessibility":{"accessibilityData":{"label":"ΠΠ΅Π½Ρ Π·Π° Π΄Π΅ΠΉΡΡΠ²ΠΈΡ"}}}},"thumbnailOverlays":[{"thumbnailOverlayTimeStatusRenderer":{"text":{"accessibility":{"accessibilityData":{"label":"56 ΠΌΠΈΠ½ΡΡΠΈ ΠΈ 58 ΡΠ΅ΠΊΡΠ½Π΄ΠΈ"}},"simpleText":"56:58"},"style":"DEFAULT"}},{"thumbnailOverlayToggleButtonRenderer":{"isToggled":false,"untoggledIcon":{"iconType":"WATCH_LATER"},"toggledIcon":{"iconType":"CHECK"},"untoggledTooltip":"ΠΠ° Π³Π»Π΅Π΄Π°Π½Π΅ ΠΏΠΎ-ΠΊΡΡΠ½ΠΎ","toggledTooltip":"ΠΠΎΠ±Π°Π²Π΅Π½","untoggledServiceEndpoint":{"clickTrackingParams":"CLQBEPnnAxgBIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/browse/edit_playlist"}},"playlistEditEndpoint":{"playlistId":"WL","actions":[{"addedVideoId":"--KcBoInuqw","action":"ACTION_ADD_VIDEO"}]}},"toggledServiceEndpoint":{"clickTrackingParams":"CLQBEPnnAxgBIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/browse/edit_playlist"}},"playlistEditEndpoint":{"playlistId":"WL","actions":[{"action":"ACTION_REMOVE_VIDEO_BY_VIDEO_ID","removedVideoId":"--KcBoInuqw"}]}},"untoggledAccessibility":{"accessibilityData":{"label":"ΠΠ° Π³Π»Π΅Π΄Π°Π½Π΅ ΠΏΠΎ-ΠΊΡΡΠ½ΠΎ"}},"toggledAccessibility":{"accessibilityData":{"label":"ΠΠΎΠ±Π°Π²Π΅Π½"}},"trackingParams":"CLQBEPnnAxgBIhMI74Owic-8jAMVqHh6BR1bjgqf"}},{"thumbnailOverlayToggleButtonRenderer":{"untoggledIcon":{"iconType":"ADD_TO_QUEUE_TAIL"},"toggledIcon":{"iconType":"PLAYLIST_ADD_CHECK"},"untoggledTooltip":"ΠΠΎΠ±Π°Π²ΡΠ½Π΅ Π² ΠΎΠΏΠ°ΡΠΊΠ°ΡΠ°","toggledTooltip":"ΠΠΎΠ±Π°Π²Π΅Π½","untoggledServiceEndpoint":{"clickTrackingParams":"CLMBEMfsBBgCIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true}},"signalServiceEndpoint":{"signal":"CLIENT_SIGNAL","actions":[{"clickTrackingParams":"CLMBEMfsBBgCIhMI74Owic-8jAMVqHh6BR1bjgqf","addToPlaylistCommand":{"openMiniplayer":false,"openListPanel":true,"videoId":"--KcBoInuqw","listType":"PLAYLIST_EDIT_LIST_TYPE_QUEUE","onCreateListCommand":{"clickTrackingParams":"CLMBEMfsBBgCIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/playlist/create"}},"createPlaylistServiceEndpoint":{"videoIds":["--KcBoInuqw"],"params":"CAQ%3D"}},"videoIds":["--KcBoInuqw"]}}]}},"untoggledAccessibility":{"accessibilityData":{"label":"ΠΠΎΠ±Π°Π²ΡΠ½Π΅ Π² ΠΎΠΏΠ°ΡΠΊΠ°ΡΠ°"}},"toggledAccessibility":{"accessibilityData":{"label":"ΠΠΎΠ±Π°Π²Π΅Π½"}},"trackingParams":"CLMBEMfsBBgCIhMI74Owic-8jAMVqHh6BR1bjgqf"}},{"thumbnailOverlayNowPlayingRenderer":{"text":{"runs":[{"text":"Π‘Π΅Π³Π° ΡΠ»ΡΡΠ°ΡΠ΅"}]}}}],"accessibility":{"accessibilityData":{"label":"ML Drift - How to Identify Issues Before They Become Problems // Amy Hodler // MLOps Meetup #89 – 56 ΠΌΠΈΠ½ΡΡΠΈ – ΠΡΠΌ ΠΊΠ°Π½Π°Π»Π° – MLOps.community - 1,4 Ρ ΠΈΠ». ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ - ΠΏΡΠ΅Π΄ΠΈ 3 Π³ΠΎΠ΄ΠΈΠ½ΠΈ – ΠΏΡΡΠΊΠ°Π½Π΅ Π½Π° Π²ΠΈΠ΄Π΅ΠΎΠΊΠ»ΠΈΠΏΠ°"}},"richThumbnail":{"movingThumbnailRenderer":{"enableHoveredLogging":true,"enableOverlay":true}}}},{"compactVideoRenderer":{"videoId":"6ZRXpFyUF4U","thumbnail":{"thumbnails":[{"url":"https://i.ytimg.com/vi/6ZRXpFyUF4U/hqdefault.jpg?sqp=-oaymwEbCKgBEF5IVfKriqkDDggBFQAAiEIYAXABwAEG rs=AOn4CLC96lNOmYhzL6OkBnKVY6HkYxfMzQ","width":168,"height":94},{"url":"https://i.ytimg.com/vi/6ZRXpFyUF4U/hqdefault.jpg?sqp=-oaymwEcCNACELwBSFXyq4qpAw4IARUAAIhCGAFwAcABBg== rs=AOn4CLBDc8NsBSEwVHq9qsrmlDl95ynAUw","width":336,"height":188}]},"title":{"accessibility":{"accessibilityData":{"label":"MLOps Salon: Applying MLOps at Scale -Drift detection on data for monitoring ML models in production ΠΎΡ „Verta AI“ 361 ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ ΠΏΡΠ΅Π΄ΠΈ 3 Π³ΠΎΠ΄ΠΈΠ½ΠΈ 21 ΠΌΠΈΠ½ΡΡΠΈ"}},"simpleText":"MLOps Salon: Applying MLOps at Scale -Drift detection on data for monitoring ML models in production"},"longBylineText":{"runs":[{"text":"Verta AI","navigationEndpoint":{"clickTrackingParams":"CKsBEKQwGAkiEwjvg7CJz7yMAxWoeHoFHVuOCp8yB3JlbGF0ZWQ=","commandMetadata":{"webCommandMetadata":{"url":"/@VertaMLOps","webPageType":"WEB_PAGE_TYPE_CHANNEL","rootVe":3611,"apiUrl":"/youtubei/v1/browse"}},"browseEndpoint":{"browseId":"UClJKA9nhsFNpxK5ACRKjzbA","canonicalBaseUrl":"/@VertaMLOps"}}}]},"publishedTimeText":{"simpleText":"ΠΏΡΠ΅Π΄ΠΈ 3 Π³ΠΎΠ΄ΠΈΠ½ΠΈ"},"viewCountText":{"simpleText":"361 ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ"},"lengthText":{"accessibility":{"accessibilityData":{"label":"21 ΠΌΠΈΠ½ΡΡΠΈ ΠΈ 19 ΡΠ΅ΠΊΡΠ½Π΄ΠΈ"}},"simpleText":"21:19"},"navigationEndpoint":{"clickTrackingParams":"CKsBEKQwGAkiEwjvg7CJz7yMAxWoeHoFHVuOCp8yB3JlbGF0ZWRIkcalkMOklbBjmgEFCAEQ-B0=","commandMetadata":{"webCommandMetadata":{"url":"/watch?v=6ZRXpFyUF4U","webPageType":"WEB_PAGE_TYPE_WATCH","rootVe":3832}},"watchEndpoint":{"videoId":"6ZRXpFyUF4U","nofollow":true,"watchEndpointSupportedOnesieConfig":{"html5PlaybackOnesieConfig":{"commonConfig":{"url":"https://rr2---sn-uxaxiv0nxx5q-nv4s.googlevideo.com/initplayback?source=youtube oeis=1 c=WEB oad=3200 ovd=3200 oaad=11000 oavd=11000 ocs=700 oewis=1 oputc=1 ofpcc=1 msp=1 odepv=1 onvi=1 oreouc=1 id=e99457a45c941785 ip=185.82.219.199 initcwndbps=2032500 mt=1743708801 oweuc= pxtags=Cg4KAnR4Egg1MTQzNDAxNA rxtags=Cg4KAnR4Egg1MTQzNDAxNA%2CCg4KAnR4Egg1MTQzNDAxNQ%2CCg4KAnR4Egg1MTQzNDAxNg%2CCg4KAnR4Egg1MTQzNDAxNw"}}}}},"shortBylineText":{"runs":[{"text":"Verta AI","navigationEndpoint":{"clickTrackingParams":"CKsBEKQwGAkiEwjvg7CJz7yMAxWoeHoFHVuOCp8yB3JlbGF0ZWQ=","commandMetadata":{"webCommandMetadata":{"url":"/@VertaMLOps","webPageType":"WEB_PAGE_TYPE_CHANNEL","rootVe":3611,"apiUrl":"/youtubei/v1/browse"}},"browseEndpoint":{"browseId":"UClJKA9nhsFNpxK5ACRKjzbA","canonicalBaseUrl":"/@VertaMLOps"}}}]},"channelThumbnail":{"thumbnails":[{"url":"https://yt3.ggpht.com/arOZwRcORYb5H92K6WZ_4Wm6dE8fTg39cMw2eROS3ClGIm8A1Bivznp0Ubxpj6Y8QufTpQLx=s68-c-k-c0x00ffffff-no-rj","width":68,"height":68}]},"trackingParams":"CKsBEKQwGAkiEwjvg7CJz7yMAxWoeHoFHVuOCp9Aha_Q5MX0lcrpAQ==","shortViewCountText":{"accessibility":{"accessibilityData":{"label":"361 ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ"}},"simpleText":"361 ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ"},"menu":{"menuRenderer":{"items":[{"menuServiceItemRenderer":{"text":{"runs":[{"text":"ΠΠΎΠ±Π°Π²ΡΠ½Π΅ Π² ΠΎΠΏΠ°ΡΠΊΠ°ΡΠ°"}]},"icon":{"iconType":"ADD_TO_QUEUE_TAIL"},"serviceEndpoint":{"clickTrackingParams":"CLABEP6YBBgFIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true}},"signalServiceEndpoint":{"signal":"CLIENT_SIGNAL","actions":[{"clickTrackingParams":"CLABEP6YBBgFIhMI74Owic-8jAMVqHh6BR1bjgqf","addToPlaylistCommand":{"openMiniplayer":false,"openListPanel":true,"videoId":"6ZRXpFyUF4U","listType":"PLAYLIST_EDIT_LIST_TYPE_QUEUE","onCreateListCommand":{"clickTrackingParams":"CLABEP6YBBgFIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/playlist/create"}},"createPlaylistServiceEndpoint":{"videoIds":["6ZRXpFyUF4U"],"params":"CAQ%3D"}},"videoIds":["6ZRXpFyUF4U"]}},{"clickTrackingParams":"CLABEP6YBBgFIhMI74Owic-8jAMVqHh6BR1bjgqf","openPopupAction":{"popup":{"notificationActionRenderer":{"responseText":{"simpleText":"ΠΠΎΠ±Π°Π²Π΅Π½ Π² ΠΎΠΏΠ°ΡΠΊΠ°ΡΠ°"},"trackingParams":"CLEBELlqIhMI74Owic-8jAMVqHh6BR1bjgqf"}},"popupType":"TOAST"}}]}},"trackingParams":"CLABEP6YBBgFIhMI74Owic-8jAMVqHh6BR1bjgqf"}},{"menuServiceItemDownloadRenderer":{"serviceEndpoint":{"clickTrackingParams":"CK8BENGqBRgGIhMI74Owic-8jAMVqHh6BR1bjgqf","offlineVideoEndpoint":{"videoId":"6ZRXpFyUF4U","onAddCommand":{"clickTrackingParams":"CK8BENGqBRgGIhMI74Owic-8jAMVqHh6BR1bjgqf","getDownloadActionCommand":{"videoId":"6ZRXpFyUF4U","params":"CAIQAA%3D%3D"}}}},"trackingParams":"CK8BENGqBRgGIhMI74Owic-8jAMVqHh6BR1bjgqf"}},{"menuServiceItemRenderer":{"text":{"runs":[{"text":"Π‘ΠΏΠΎΠ΄Π΅Π»ΡΠ½Π΅"}]},"icon":{"iconType":"SHARE"},"serviceEndpoint":{"clickTrackingParams":"CKsBEKQwGAkiEwjvg7CJz7yMAxWoeHoFHVuOCp8=","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/share/get_share_panel"}},"shareEntityServiceEndpoint":{"serializedShareEntity":"Cgs2WlJYcEZ5VUY0VQ%3D%3D","commands":[{"clickTrackingParams":"CKsBEKQwGAkiEwjvg7CJz7yMAxWoeHoFHVuOCp8=","openPopupAction":{"popup":{"unifiedSharePanelRenderer":{"trackingParams":"CK4BEI5iIhMI74Owic-8jAMVqHh6BR1bjgqf","showLoadingSpinner":true}},"popupType":"DIALOG","beReused":true}}]}},"trackingParams":"CKsBEKQwGAkiEwjvg7CJz7yMAxWoeHoFHVuOCp8=","hasSeparator":true}}],"trackingParams":"CKsBEKQwGAkiEwjvg7CJz7yMAxWoeHoFHVuOCp8=","accessibility":{"accessibilityData":{"label":"ΠΠ΅Π½Ρ Π·Π° Π΄Π΅ΠΉΡΡΠ²ΠΈΡ"}}}},"thumbnailOverlays":[{"thumbnailOverlayTimeStatusRenderer":{"text":{"accessibility":{"accessibilityData":{"label":"21 ΠΌΠΈΠ½ΡΡΠΈ ΠΈ 19 ΡΠ΅ΠΊΡΠ½Π΄ΠΈ"}},"simpleText":"21:19"},"style":"DEFAULT"}},{"thumbnailOverlayToggleButtonRenderer":{"isToggled":false,"untoggledIcon":{"iconType":"WATCH_LATER"},"toggledIcon":{"iconType":"CHECK"},"untoggledTooltip":"ΠΠ° Π³Π»Π΅Π΄Π°Π½Π΅ ΠΏΠΎ-ΠΊΡΡΠ½ΠΎ","toggledTooltip":"ΠΠΎΠ±Π°Π²Π΅Π½","untoggledServiceEndpoint":{"clickTrackingParams":"CK0BEPnnAxgBIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/browse/edit_playlist"}},"playlistEditEndpoint":{"playlistId":"WL","actions":[{"addedVideoId":"6ZRXpFyUF4U","action":"ACTION_ADD_VIDEO"}]}},"toggledServiceEndpoint":{"clickTrackingParams":"CK0BEPnnAxgBIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/browse/edit_playlist"}},"playlistEditEndpoint":{"playlistId":"WL","actions":[{"action":"ACTION_REMOVE_VIDEO_BY_VIDEO_ID","removedVideoId":"6ZRXpFyUF4U"}]}},"untoggledAccessibility":{"accessibilityData":{"label":"ΠΠ° Π³Π»Π΅Π΄Π°Π½Π΅ ΠΏΠΎ-ΠΊΡΡΠ½ΠΎ"}},"toggledAccessibility":{"accessibilityData":{"label":"ΠΠΎΠ±Π°Π²Π΅Π½"}},"trackingParams":"CK0BEPnnAxgBIhMI74Owic-8jAMVqHh6BR1bjgqf"}},{"thumbnailOverlayToggleButtonRenderer":{"untoggledIcon":{"iconType":"ADD_TO_QUEUE_TAIL"},"toggledIcon":{"iconType":"PLAYLIST_ADD_CHECK"},"untoggledTooltip":"ΠΠΎΠ±Π°Π²ΡΠ½Π΅ Π² ΠΎΠΏΠ°ΡΠΊΠ°ΡΠ°","toggledTooltip":"ΠΠΎΠ±Π°Π²Π΅Π½","untoggledServiceEndpoint":{"clickTrackingParams":"CKwBEMfsBBgCIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true}},"signalServiceEndpoint":{"signal":"CLIENT_SIGNAL","actions":[{"clickTrackingParams":"CKwBEMfsBBgCIhMI74Owic-8jAMVqHh6BR1bjgqf","addToPlaylistCommand":{"openMiniplayer":false,"openListPanel":true,"videoId":"6ZRXpFyUF4U","listType":"PLAYLIST_EDIT_LIST_TYPE_QUEUE","onCreateListCommand":{"clickTrackingParams":"CKwBEMfsBBgCIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/playlist/create"}},"createPlaylistServiceEndpoint":{"videoIds":["6ZRXpFyUF4U"],"params":"CAQ%3D"}},"videoIds":["6ZRXpFyUF4U"]}}]}},"untoggledAccessibility":{"accessibilityData":{"label":"ΠΠΎΠ±Π°Π²ΡΠ½Π΅ Π² ΠΎΠΏΠ°ΡΠΊΠ°ΡΠ°"}},"toggledAccessibility":{"accessibilityData":{"label":"ΠΠΎΠ±Π°Π²Π΅Π½"}},"trackingParams":"CKwBEMfsBBgCIhMI74Owic-8jAMVqHh6BR1bjgqf"}},{"thumbnailOverlayNowPlayingRenderer":{"text":{"runs":[{"text":"Π‘Π΅Π³Π° ΡΠ»ΡΡΠ°ΡΠ΅"}]}}}],"accessibility":{"accessibilityData":{"label":"MLOps Salon: Applying MLOps at Scale -Drift detection on data for monitoring ML models in production – 21 ΠΌΠΈΠ½ΡΡΠΈ – ΠΡΠΌ ΠΊΠ°Π½Π°Π»Π° – Verta AI - 361 ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ - ΠΏΡΠ΅Π΄ΠΈ 3 Π³ΠΎΠ΄ΠΈΠ½ΠΈ – ΠΏΡΡΠΊΠ°Π½Π΅ Π½Π° Π²ΠΈΠ΄Π΅ΠΎΠΊΠ»ΠΈΠΏΠ°"}},"richThumbnail":{"movingThumbnailRenderer":{"enableHoveredLogging":true,"enableOverlay":true}}}},{"compactVideoRenderer":{"videoId":"oO1K4CaWxt0","thumbnail":{"thumbnails":[{"url":"https://i.ytimg.com/vi/oO1K4CaWxt0/hqdefault.jpg?sqp=-oaymwE1CKgBEF5IVfKriqkDKAgBFQAAiEIYAXABwAEG8AEB-AH-CYAC0AWKAgwIABABGFsgWShlMA8= rs=AOn4CLAgE_wB5vic9VrnWNbk4gtOWVcL7g","width":168,"height":94},{"url":"https://i.ytimg.com/vi/oO1K4CaWxt0/hqdefault.jpg?sqp=-oaymwE2CNACELwBSFXyq4qpAygIARUAAIhCGAFwAcABBvABAfgB_gmAAtAFigIMCAAQARhbIFkoZTAP rs=AOn4CLCT4vPxN_4itw5SP7z_YHFdRthBIw","width":336,"height":188}]},"title":{"accessibility":{"accessibilityData":{"label":"2.8. Data and prediction drift in ML. [CODE PRACTICE] ΠΎΡ „Evidently AI“ 1069 ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ ΠΏΡΠ΅Π΄ΠΈ 1 Π³ΠΎΠ΄ΠΈΠ½Π° 20 ΠΌΠΈΠ½ΡΡΠΈ"}},"simpleText":"2.8. Data and prediction drift in ML. [CODE PRACTICE]"},"longBylineText":{"runs":[{"text":"Evidently AI","navigationEndpoint":{"clickTrackingParams":"CKQBEKQwGAoiEwjvg7CJz7yMAxWoeHoFHVuOCp8yB3JlbGF0ZWQ=","commandMetadata":{"webCommandMetadata":{"url":"/@EvidentlyAI","webPageType":"WEB_PAGE_TYPE_CHANNEL","rootVe":3611,"apiUrl":"/youtubei/v1/browse"}},"browseEndpoint":{"browseId":"UCBonGueTVi_RfxNPXPjUTGg","canonicalBaseUrl":"/@EvidentlyAI"}}}]},"publishedTimeText":{"simpleText":"ΠΏΡΠ΅Π΄ΠΈ 1 Π³ΠΎΠ΄ΠΈΠ½Π°"},"viewCountText":{"simpleText":"1069 ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ"},"lengthText":{"accessibility":{"accessibilityData":{"label":"20 ΠΌΠΈΠ½ΡΡΠΈ ΠΈ 45 ΡΠ΅ΠΊΡΠ½Π΄ΠΈ"}},"simpleText":"20:45"},"navigationEndpoint":{"clickTrackingParams":"CKQBEKQwGAoiEwjvg7CJz7yMAxWoeHoFHVuOCp8yB3JlbGF0ZWRIkcalkMOklbBjmgEFCAEQ-B0=","commandMetadata":{"webCommandMetadata":{"url":"/watch?v=oO1K4CaWxt0","webPageType":"WEB_PAGE_TYPE_WATCH","rootVe":3832}},"watchEndpoint":{"videoId":"oO1K4CaWxt0","nofollow":true,"watchEndpointSupportedOnesieConfig":{"html5PlaybackOnesieConfig":{"commonConfig":{"url":"https://rr1---sn-uxaxiv0nxx5q-nv4s.googlevideo.com/initplayback?source=youtube oeis=1 c=WEB oad=3200 ovd=3200 oaad=11000 oavd=11000 ocs=700 oewis=1 oputc=1 ofpcc=1 msp=1 odepv=1 onvi=1 oreouc=1 id=a0ed4ae02696c6dd ip=185.82.219.199 initcwndbps=2032500 mt=1743708801 oweuc= pxtags=Cg4KAnR4Egg1MTQzNDAxNA rxtags=Cg4KAnR4Egg1MTQzNDAxNA%2CCg4KAnR4Egg1MTQzNDAxNQ%2CCg4KAnR4Egg1MTQzNDAxNg%2CCg4KAnR4Egg1MTQzNDAxNw"}}}}},"shortBylineText":{"runs":[{"text":"Evidently AI","navigationEndpoint":{"clickTrackingParams":"CKQBEKQwGAoiEwjvg7CJz7yMAxWoeHoFHVuOCp8yB3JlbGF0ZWQ=","commandMetadata":{"webCommandMetadata":{"url":"/@EvidentlyAI","webPageType":"WEB_PAGE_TYPE_CHANNEL","rootVe":3611,"apiUrl":"/youtubei/v1/browse"}},"browseEndpoint":{"browseId":"UCBonGueTVi_RfxNPXPjUTGg","canonicalBaseUrl":"/@EvidentlyAI"}}}]},"channelThumbnail":{"thumbnails":[{"url":"https://yt3.ggpht.com/ZYpOP9Cs0Z49dfqla__bPWOEHoKLsMPOgSjydhGhB4mP_RHyPyQytnWD9m5zTrAwsH9IOocztd4=s68-c-k-c0x00ffffff-no-rj","width":68,"height":68}]},"trackingParams":"CKQBEKQwGAoiEwjvg7CJz7yMAxWoeHoFHVuOCp9A3Y3btILc0vagAQ==","shortViewCountText":{"accessibility":{"accessibilityData":{"label":"1 Ρ ΠΈΠ». ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ"}},"simpleText":"1 Ρ ΠΈΠ». ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ"},"menu":{"menuRenderer":{"items":[{"menuServiceItemRenderer":{"text":{"runs":[{"text":"ΠΠΎΠ±Π°Π²ΡΠ½Π΅ Π² ΠΎΠΏΠ°ΡΠΊΠ°ΡΠ°"}]},"icon":{"iconType":"ADD_TO_QUEUE_TAIL"},"serviceEndpoint":{"clickTrackingParams":"CKkBEP6YBBgFIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true}},"signalServiceEndpoint":{"signal":"CLIENT_SIGNAL","actions":[{"clickTrackingParams":"CKkBEP6YBBgFIhMI74Owic-8jAMVqHh6BR1bjgqf","addToPlaylistCommand":{"openMiniplayer":false,"openListPanel":true,"videoId":"oO1K4CaWxt0","listType":"PLAYLIST_EDIT_LIST_TYPE_QUEUE","onCreateListCommand":{"clickTrackingParams":"CKkBEP6YBBgFIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/playlist/create"}},"createPlaylistServiceEndpoint":{"videoIds":["oO1K4CaWxt0"],"params":"CAQ%3D"}},"videoIds":["oO1K4CaWxt0"]}},{"clickTrackingParams":"CKkBEP6YBBgFIhMI74Owic-8jAMVqHh6BR1bjgqf","openPopupAction":{"popup":{"notificationActionRenderer":{"responseText":{"simpleText":"ΠΠΎΠ±Π°Π²Π΅Π½ Π² ΠΎΠΏΠ°ΡΠΊΠ°ΡΠ°"},"trackingParams":"CKoBELlqIhMI74Owic-8jAMVqHh6BR1bjgqf"}},"popupType":"TOAST"}}]}},"trackingParams":"CKkBEP6YBBgFIhMI74Owic-8jAMVqHh6BR1bjgqf"}},{"menuServiceItemDownloadRenderer":{"serviceEndpoint":{"clickTrackingParams":"CKgBENGqBRgGIhMI74Owic-8jAMVqHh6BR1bjgqf","offlineVideoEndpoint":{"videoId":"oO1K4CaWxt0","onAddCommand":{"clickTrackingParams":"CKgBENGqBRgGIhMI74Owic-8jAMVqHh6BR1bjgqf","getDownloadActionCommand":{"videoId":"oO1K4CaWxt0","params":"CAIQAA%3D%3D"}}}},"trackingParams":"CKgBENGqBRgGIhMI74Owic-8jAMVqHh6BR1bjgqf"}},{"menuServiceItemRenderer":{"text":{"runs":[{"text":"Π‘ΠΏΠΎΠ΄Π΅Π»ΡΠ½Π΅"}]},"icon":{"iconType":"SHARE"},"serviceEndpoint":{"clickTrackingParams":"CKQBEKQwGAoiEwjvg7CJz7yMAxWoeHoFHVuOCp8=","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/share/get_share_panel"}},"shareEntityServiceEndpoint":{"serializedShareEntity":"CgtvTzFLNENhV3h0MA%3D%3D","commands":[{"clickTrackingParams":"CKQBEKQwGAoiEwjvg7CJz7yMAxWoeHoFHVuOCp8=","openPopupAction":{"popup":{"unifiedSharePanelRenderer":{"trackingParams":"CKcBEI5iIhMI74Owic-8jAMVqHh6BR1bjgqf","showLoadingSpinner":true}},"popupType":"DIALOG","beReused":true}}]}},"trackingParams":"CKQBEKQwGAoiEwjvg7CJz7yMAxWoeHoFHVuOCp8=","hasSeparator":true}}],"trackingParams":"CKQBEKQwGAoiEwjvg7CJz7yMAxWoeHoFHVuOCp8=","accessibility":{"accessibilityData":{"label":"ΠΠ΅Π½Ρ Π·Π° Π΄Π΅ΠΉΡΡΠ²ΠΈΡ"}}}},"thumbnailOverlays":[{"thumbnailOverlayTimeStatusRenderer":{"text":{"accessibility":{"accessibilityData":{"label":"20 ΠΌΠΈΠ½ΡΡΠΈ ΠΈ 45 ΡΠ΅ΠΊΡΠ½Π΄ΠΈ"}},"simpleText":"20:45"},"style":"DEFAULT"}},{"thumbnailOverlayToggleButtonRenderer":{"isToggled":false,"untoggledIcon":{"iconType":"WATCH_LATER"},"toggledIcon":{"iconType":"CHECK"},"untoggledTooltip":"ΠΠ° Π³Π»Π΅Π΄Π°Π½Π΅ ΠΏΠΎ-ΠΊΡΡΠ½ΠΎ","toggledTooltip":"ΠΠΎΠ±Π°Π²Π΅Π½","untoggledServiceEndpoint":{"clickTrackingParams":"CKYBEPnnAxgBIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/browse/edit_playlist"}},"playlistEditEndpoint":{"playlistId":"WL","actions":[{"addedVideoId":"oO1K4CaWxt0","action":"ACTION_ADD_VIDEO"}]}},"toggledServiceEndpoint":{"clickTrackingParams":"CKYBEPnnAxgBIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/browse/edit_playlist"}},"playlistEditEndpoint":{"playlistId":"WL","actions":[{"action":"ACTION_REMOVE_VIDEO_BY_VIDEO_ID","removedVideoId":"oO1K4CaWxt0"}]}},"untoggledAccessibility":{"accessibilityData":{"label":"ΠΠ° Π³Π»Π΅Π΄Π°Π½Π΅ ΠΏΠΎ-ΠΊΡΡΠ½ΠΎ"}},"toggledAccessibility":{"accessibilityData":{"label":"ΠΠΎΠ±Π°Π²Π΅Π½"}},"trackingParams":"CKYBEPnnAxgBIhMI74Owic-8jAMVqHh6BR1bjgqf"}},{"thumbnailOverlayToggleButtonRenderer":{"untoggledIcon":{"iconType":"ADD_TO_QUEUE_TAIL"},"toggledIcon":{"iconType":"PLAYLIST_ADD_CHECK"},"untoggledTooltip":"ΠΠΎΠ±Π°Π²ΡΠ½Π΅ Π² ΠΎΠΏΠ°ΡΠΊΠ°ΡΠ°","toggledTooltip":"ΠΠΎΠ±Π°Π²Π΅Π½","untoggledServiceEndpoint":{"clickTrackingParams":"CKUBEMfsBBgCIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true}},"signalServiceEndpoint":{"signal":"CLIENT_SIGNAL","actions":[{"clickTrackingParams":"CKUBEMfsBBgCIhMI74Owic-8jAMVqHh6BR1bjgqf","addToPlaylistCommand":{"openMiniplayer":false,"openListPanel":true,"videoId":"oO1K4CaWxt0","listType":"PLAYLIST_EDIT_LIST_TYPE_QUEUE","onCreateListCommand":{"clickTrackingParams":"CKUBEMfsBBgCIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/playlist/create"}},"createPlaylistServiceEndpoint":{"videoIds":["oO1K4CaWxt0"],"params":"CAQ%3D"}},"videoIds":["oO1K4CaWxt0"]}}]}},"untoggledAccessibility":{"accessibilityData":{"label":"ΠΠΎΠ±Π°Π²ΡΠ½Π΅ Π² ΠΎΠΏΠ°ΡΠΊΠ°ΡΠ°"}},"toggledAccessibility":{"accessibilityData":{"label":"ΠΠΎΠ±Π°Π²Π΅Π½"}},"trackingParams":"CKUBEMfsBBgCIhMI74Owic-8jAMVqHh6BR1bjgqf"}},{"thumbnailOverlayNowPlayingRenderer":{"text":{"runs":[{"text":"Π‘Π΅Π³Π° ΡΠ»ΡΡΠ°ΡΠ΅"}]}}}],"accessibility":{"accessibilityData":{"label":"2.8. Data and prediction drift in ML. [CODE PRACTICE] – 20 ΠΌΠΈΠ½ΡΡΠΈ – ΠΡΠΌ ΠΊΠ°Π½Π°Π»Π° – Evidently AI - 1 Ρ ΠΈΠ». ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ - ΠΏΡΠ΅Π΄ΠΈ 1 Π³ΠΎΠ΄ΠΈΠ½Π° – ΠΏΡΡΠΊΠ°Π½Π΅ Π½Π° Π²ΠΈΠ΄Π΅ΠΎΠΊΠ»ΠΈΠΏΠ°"}},"richThumbnail":{"movingThumbnailRenderer":{"enableHoveredLogging":true,"enableOverlay":true}}}},{"compactVideoRenderer":{"videoId":"c2_ezuAnCrA","thumbnail":{"thumbnails":[{"url":"https://i.ytimg.com/vi/c2_ezuAnCrA/hqdefault.jpg?sqp=-oaymwEbCKgBEF5IVfKriqkDDggBFQAAiEIYAXABwAEG rs=AOn4CLDY9-j35ywBOuWWqeVY-0LbFyZ2Rg","width":168,"height":94},{"url":"https://i.ytimg.com/vi/c2_ezuAnCrA/hqdefault.jpg?sqp=-oaymwEcCNACELwBSFXyq4qpAw4IARUAAIhCGAFwAcABBg== rs=AOn4CLAm17mbKI5loUIox3kLghV8FeseaA","width":336,"height":188}]},"title":{"accessibility":{"accessibilityData":{"label":"Definitions of Fairness in Machine Learning | Equal Opportunity, Equalized Odds Disparate Impact ΠΎΡ „A Data Odyssey“ 5543 ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ ΠΏΡΠ΅Π΄ΠΈ 1 Π³ΠΎΠ΄ΠΈΠ½Π° 10 ΠΌΠΈΠ½ΡΡΠΈ ΠΈ 32 ΡΠ΅ΠΊΡΠ½Π΄ΠΈ"}},"simpleText":"Definitions of Fairness in Machine Learning | Equal Opportunity, Equalized Odds Disparate Impact"},"longBylineText":{"runs":[{"text":"A Data Odyssey","navigationEndpoint":{"clickTrackingParams":"CJ0BEKQwGAsiEwjvg7CJz7yMAxWoeHoFHVuOCp8yB3JlbGF0ZWQ=","commandMetadata":{"webCommandMetadata":{"url":"/@adataodyssey","webPageType":"WEB_PAGE_TYPE_CHANNEL","rootVe":3611,"apiUrl":"/youtubei/v1/browse"}},"browseEndpoint":{"browseId":"UChsoWqJbEjBwrn00Zvghi4w","canonicalBaseUrl":"/@adataodyssey"}}}]},"publishedTimeText":{"simpleText":"ΠΏΡΠ΅Π΄ΠΈ 1 Π³ΠΎΠ΄ΠΈΠ½Π°"},"viewCountText":{"simpleText":"5543 ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ"},"lengthText":{"accessibility":{"accessibilityData":{"label":"10 ΠΌΠΈΠ½ΡΡΠΈ ΠΈ 32 ΡΠ΅ΠΊΡΠ½Π΄ΠΈ"}},"simpleText":"10:32"},"navigationEndpoint":{"clickTrackingParams":"CJ0BEKQwGAsiEwjvg7CJz7yMAxWoeHoFHVuOCp8yB3JlbGF0ZWRIkcalkMOklbBjmgEFCAEQ-B0=","commandMetadata":{"webCommandMetadata":{"url":"/watch?v=c2_ezuAnCrA","webPageType":"WEB_PAGE_TYPE_WATCH","rootVe":3832}},"watchEndpoint":{"videoId":"c2_ezuAnCrA","nofollow":true,"watchEndpointSupportedOnesieConfig":{"html5PlaybackOnesieConfig":{"commonConfig":{"url":"https://rr3---sn-uxaxiv0nxx5q-nv4l.googlevideo.com/initplayback?source=youtube oeis=1 c=WEB oad=3200 ovd=3200 oaad=11000 oavd=11000 ocs=700 oewis=1 oputc=1 ofpcc=1 msp=1 odepv=1 onvi=1 oreouc=1 id=736fdecee0270ab0 ip=185.82.219.199 initcwndbps=1090000 mt=1743708801 oweuc= pxtags=Cg4KAnR4Egg1MTQzNDAxNA rxtags=Cg4KAnR4Egg1MTQzNDAxNA%2CCg4KAnR4Egg1MTQzNDAxNQ%2CCg4KAnR4Egg1MTQzNDAxNg%2CCg4KAnR4Egg1MTQzNDAxNw"}}}}},"shortBylineText":{"runs":[{"text":"A Data Odyssey","navigationEndpoint":{"clickTrackingParams":"CJ0BEKQwGAsiEwjvg7CJz7yMAxWoeHoFHVuOCp8yB3JlbGF0ZWQ=","commandMetadata":{"webCommandMetadata":{"url":"/@adataodyssey","webPageType":"WEB_PAGE_TYPE_CHANNEL","rootVe":3611,"apiUrl":"/youtubei/v1/browse"}},"browseEndpoint":{"browseId":"UChsoWqJbEjBwrn00Zvghi4w","canonicalBaseUrl":"/@adataodyssey"}}}]},"channelThumbnail":{"thumbnails":[{"url":"https://yt3.ggpht.com/9XP7qz9Z5u5H8SjJJ0R0BuYppyPdC20dRtxntZecdNGtcTMk8WDPHonmphsrDNalqZzRRHLV0g=s68-c-k-c0x00ffffff-no-rj","width":68,"height":68}]},"trackingParams":"CJ0BEKQwGAsiEwjvg7CJz7yMAxWoeHoFHVuOCp9AsJWcge7Z97dz","shortViewCountText":{"accessibility":{"accessibilityData":{"label":"5,5 Ρ ΠΈΠ»ΡΠ΄ΠΈ ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ"}},"simpleText":"5,5 Ρ ΠΈΠ». ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ"},"menu":{"menuRenderer":{"items":[{"menuServiceItemRenderer":{"text":{"runs":[{"text":"ΠΠΎΠ±Π°Π²ΡΠ½Π΅ Π² ΠΎΠΏΠ°ΡΠΊΠ°ΡΠ°"}]},"icon":{"iconType":"ADD_TO_QUEUE_TAIL"},"serviceEndpoint":{"clickTrackingParams":"CKIBEP6YBBgGIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true}},"signalServiceEndpoint":{"signal":"CLIENT_SIGNAL","actions":[{"clickTrackingParams":"CKIBEP6YBBgGIhMI74Owic-8jAMVqHh6BR1bjgqf","addToPlaylistCommand":{"openMiniplayer":false,"openListPanel":true,"videoId":"c2_ezuAnCrA","listType":"PLAYLIST_EDIT_LIST_TYPE_QUEUE","onCreateListCommand":{"clickTrackingParams":"CKIBEP6YBBgGIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/playlist/create"}},"createPlaylistServiceEndpoint":{"videoIds":["c2_ezuAnCrA"],"params":"CAQ%3D"}},"videoIds":["c2_ezuAnCrA"]}},{"clickTrackingParams":"CKIBEP6YBBgGIhMI74Owic-8jAMVqHh6BR1bjgqf","openPopupAction":{"popup":{"notificationActionRenderer":{"responseText":{"simpleText":"ΠΠΎΠ±Π°Π²Π΅Π½ Π² ΠΎΠΏΠ°ΡΠΊΠ°ΡΠ°"},"trackingParams":"CKMBELlqIhMI74Owic-8jAMVqHh6BR1bjgqf"}},"popupType":"TOAST"}}]}},"trackingParams":"CKIBEP6YBBgGIhMI74Owic-8jAMVqHh6BR1bjgqf"}},{"menuServiceItemDownloadRenderer":{"serviceEndpoint":{"clickTrackingParams":"CKEBENGqBRgHIhMI74Owic-8jAMVqHh6BR1bjgqf","offlineVideoEndpoint":{"videoId":"c2_ezuAnCrA","onAddCommand":{"clickTrackingParams":"CKEBENGqBRgHIhMI74Owic-8jAMVqHh6BR1bjgqf","getDownloadActionCommand":{"videoId":"c2_ezuAnCrA","params":"CAIQAA%3D%3D"}}}},"trackingParams":"CKEBENGqBRgHIhMI74Owic-8jAMVqHh6BR1bjgqf"}},{"menuServiceItemRenderer":{"text":{"runs":[{"text":"Π‘ΠΏΠΎΠ΄Π΅Π»ΡΠ½Π΅"}]},"icon":{"iconType":"SHARE"},"serviceEndpoint":{"clickTrackingParams":"CJ0BEKQwGAsiEwjvg7CJz7yMAxWoeHoFHVuOCp8=","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/share/get_share_panel"}},"shareEntityServiceEndpoint":{"serializedShareEntity":"CgtjMl9lenVBbkNyQQ%3D%3D","commands":[{"clickTrackingParams":"CJ0BEKQwGAsiEwjvg7CJz7yMAxWoeHoFHVuOCp8=","openPopupAction":{"popup":{"unifiedSharePanelRenderer":{"trackingParams":"CKABEI5iIhMI74Owic-8jAMVqHh6BR1bjgqf","showLoadingSpinner":true}},"popupType":"DIALOG","beReused":true}}]}},"trackingParams":"CJ0BEKQwGAsiEwjvg7CJz7yMAxWoeHoFHVuOCp8=","hasSeparator":true}}],"trackingParams":"CJ0BEKQwGAsiEwjvg7CJz7yMAxWoeHoFHVuOCp8=","accessibility":{"accessibilityData":{"label":"ΠΠ΅Π½Ρ Π·Π° Π΄Π΅ΠΉΡΡΠ²ΠΈΡ"}}}},"thumbnailOverlays":[{"thumbnailOverlayTimeStatusRenderer":{"text":{"accessibility":{"accessibilityData":{"label":"10 ΠΌΠΈΠ½ΡΡΠΈ ΠΈ 32 ΡΠ΅ΠΊΡΠ½Π΄ΠΈ"}},"simpleText":"10:32"},"style":"DEFAULT"}},{"thumbnailOverlayToggleButtonRenderer":{"isToggled":false,"untoggledIcon":{"iconType":"WATCH_LATER"},"toggledIcon":{"iconType":"CHECK"},"untoggledTooltip":"ΠΠ° Π³Π»Π΅Π΄Π°Π½Π΅ ΠΏΠΎ-ΠΊΡΡΠ½ΠΎ","toggledTooltip":"ΠΠΎΠ±Π°Π²Π΅Π½","untoggledServiceEndpoint":{"clickTrackingParams":"CJ8BEPnnAxgBIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/browse/edit_playlist"}},"playlistEditEndpoint":{"playlistId":"WL","actions":[{"addedVideoId":"c2_ezuAnCrA","action":"ACTION_ADD_VIDEO"}]}},"toggledServiceEndpoint":{"clickTrackingParams":"CJ8BEPnnAxgBIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/browse/edit_playlist"}},"playlistEditEndpoint":{"playlistId":"WL","actions":[{"action":"ACTION_REMOVE_VIDEO_BY_VIDEO_ID","removedVideoId":"c2_ezuAnCrA"}]}},"untoggledAccessibility":{"accessibilityData":{"label":"ΠΠ° Π³Π»Π΅Π΄Π°Π½Π΅ ΠΏΠΎ-ΠΊΡΡΠ½ΠΎ"}},"toggledAccessibility":{"accessibilityData":{"label":"ΠΠΎΠ±Π°Π²Π΅Π½"}},"trackingParams":"CJ8BEPnnAxgBIhMI74Owic-8jAMVqHh6BR1bjgqf"}},{"thumbnailOverlayToggleButtonRenderer":{"untoggledIcon":{"iconType":"ADD_TO_QUEUE_TAIL"},"toggledIcon":{"iconType":"PLAYLIST_ADD_CHECK"},"untoggledTooltip":"ΠΠΎΠ±Π°Π²ΡΠ½Π΅ Π² ΠΎΠΏΠ°ΡΠΊΠ°ΡΠ°","toggledTooltip":"ΠΠΎΠ±Π°Π²Π΅Π½","untoggledServiceEndpoint":{"clickTrackingParams":"CJ4BEMfsBBgCIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true}},"signalServiceEndpoint":{"signal":"CLIENT_SIGNAL","actions":[{"clickTrackingParams":"CJ4BEMfsBBgCIhMI74Owic-8jAMVqHh6BR1bjgqf","addToPlaylistCommand":{"openMiniplayer":false,"openListPanel":true,"videoId":"c2_ezuAnCrA","listType":"PLAYLIST_EDIT_LIST_TYPE_QUEUE","onCreateListCommand":{"clickTrackingParams":"CJ4BEMfsBBgCIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/playlist/create"}},"createPlaylistServiceEndpoint":{"videoIds":["c2_ezuAnCrA"],"params":"CAQ%3D"}},"videoIds":["c2_ezuAnCrA"]}}]}},"untoggledAccessibility":{"accessibilityData":{"label":"ΠΠΎΠ±Π°Π²ΡΠ½Π΅ Π² ΠΎΠΏΠ°ΡΠΊΠ°ΡΠ°"}},"toggledAccessibility":{"accessibilityData":{"label":"ΠΠΎΠ±Π°Π²Π΅Π½"}},"trackingParams":"CJ4BEMfsBBgCIhMI74Owic-8jAMVqHh6BR1bjgqf"}},{"thumbnailOverlayNowPlayingRenderer":{"text":{"runs":[{"text":"Π‘Π΅Π³Π° ΡΠ»ΡΡΠ°ΡΠ΅"}]}}}],"accessibility":{"accessibilityData":{"label":"Definitions of Fairness in Machine Learning | Equal Opportunity, Equalized Odds Disparate Impact – 10 ΠΌΠΈΠ½ΡΡΠΈ ΠΈ 32 ΡΠ΅ΠΊΡΠ½Π΄ΠΈ – ΠΡΠΌ ΠΊΠ°Π½Π°Π»Π° – A Data Odyssey - 5,5 Ρ ΠΈΠ». ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ - ΠΏΡΠ΅Π΄ΠΈ 1 Π³ΠΎΠ΄ΠΈΠ½Π° – ΠΏΡΡΠΊΠ°Π½Π΅ Π½Π° Π²ΠΈΠ΄Π΅ΠΎΠΊΠ»ΠΈΠΏΠ°"}},"richThumbnail":{"movingThumbnailRenderer":{"movingThumbnailDetails":{"thumbnails":[{"url":"https://i.ytimg.com/an_webp/c2_ezuAnCrA/mqdefault_6s.webp?du=3000 sqp=CKDBu78G rs=AOn4CLCvci_k40ffoYOLAKZEFdlrfomwlw","width":320,"height":180}],"logAsMovingThumbnail":true},"enableHoveredLogging":true,"enableOverlay":true}}}},{"compactVideoRenderer":{"videoId":"J9T0X9Jxl_w","thumbnail":{"thumbnails":[{"url":"https://i.ytimg.com/vi/J9T0X9Jxl_w/hqdefault.jpg?sqp=-oaymwEbCKgBEF5IVfKriqkDDggBFQAAiEIYAXABwAEG rs=AOn4CLBB5SxlbQ1n419jfihqLW5iXsU6eQ","width":168,"height":94},{"url":"https://i.ytimg.com/vi/J9T0X9Jxl_w/hqdefault.jpg?sqp=-oaymwEcCNACELwBSFXyq4qpAw4IARUAAIhCGAFwAcABBg== rs=AOn4CLDguBgEcBmP8lEHyK6BOBRJKCYjjw","width":336,"height":188}]},"title":{"accessibility":{"accessibilityData":{"label":"AWS re:Invent 2020: Detect machine learning (ML) model drift in production ΠΎΡ „AWS Events“ 16 959 ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ ΠΏΡΠ΅Π΄ΠΈ 4 Π³ΠΎΠ΄ΠΈΠ½ΠΈ 29 ΠΌΠΈΠ½ΡΡΠΈ"}},"simpleText":"AWS re:Invent 2020: Detect machine learning (ML) model drift in production"},"longBylineText":{"runs":[{"text":"AWS Events","navigationEndpoint":{"clickTrackingParams":"CJYBEKQwGAwiEwjvg7CJz7yMAxWoeHoFHVuOCp8yB3JlbGF0ZWQ=","commandMetadata":{"webCommandMetadata":{"url":"/@AWSEventsChannel","webPageType":"WEB_PAGE_TYPE_CHANNEL","rootVe":3611,"apiUrl":"/youtubei/v1/browse"}},"browseEndpoint":{"browseId":"UCdoadna9HFHsxXWhafhNvKw","canonicalBaseUrl":"/@AWSEventsChannel"}}}]},"publishedTimeText":{"simpleText":"ΠΏΡΠ΅Π΄ΠΈ 4 Π³ΠΎΠ΄ΠΈΠ½ΠΈ"},"viewCountText":{"simpleText":"16 959 ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ"},"lengthText":{"accessibility":{"accessibilityData":{"label":"29 ΠΌΠΈΠ½ΡΡΠΈ ΠΈ 51 ΡΠ΅ΠΊΡΠ½Π΄ΠΈ"}},"simpleText":"29:51"},"navigationEndpoint":{"clickTrackingParams":"CJYBEKQwGAwiEwjvg7CJz7yMAxWoeHoFHVuOCp8yB3JlbGF0ZWRIkcalkMOklbBjmgEFCAEQ-B0=","commandMetadata":{"webCommandMetadata":{"url":"/watch?v=J9T0X9Jxl_w","webPageType":"WEB_PAGE_TYPE_WATCH","rootVe":3832}},"watchEndpoint":{"videoId":"J9T0X9Jxl_w","nofollow":true,"watchEndpointSupportedOnesieConfig":{"html5PlaybackOnesieConfig":{"commonConfig":{"url":"https://rr1---sn-uxaxiv0nxx5q-nv4l.googlevideo.com/initplayback?source=youtube oeis=1 c=WEB oad=3200 ovd=3200 oaad=11000 oavd=11000 ocs=700 oewis=1 oputc=1 ofpcc=1 msp=1 odepv=1 onvi=1 oreouc=1 id=27d4f45fd27197fc ip=185.82.219.199 initcwndbps=1090000 mt=1743708801 oweuc= pxtags=Cg4KAnR4Egg1MTQzNDAxNA rxtags=Cg4KAnR4Egg1MTQzNDAxNA%2CCg4KAnR4Egg1MTQzNDAxNQ%2CCg4KAnR4Egg1MTQzNDAxNg%2CCg4KAnR4Egg1MTQzNDAxNw"}}}}},"shortBylineText":{"runs":[{"text":"AWS Events","navigationEndpoint":{"clickTrackingParams":"CJYBEKQwGAwiEwjvg7CJz7yMAxWoeHoFHVuOCp8yB3JlbGF0ZWQ=","commandMetadata":{"webCommandMetadata":{"url":"/@AWSEventsChannel","webPageType":"WEB_PAGE_TYPE_CHANNEL","rootVe":3611,"apiUrl":"/youtubei/v1/browse"}},"browseEndpoint":{"browseId":"UCdoadna9HFHsxXWhafhNvKw","canonicalBaseUrl":"/@AWSEventsChannel"}}}]},"channelThumbnail":{"thumbnails":[{"url":"https://yt3.ggpht.com/aMhSLbkFYkU68TR8Fy0Q-9LQDKfIhP_2cqDp8xoZViCPMJ1ImjpoSwtAtrmxCkNb4Pt0qTTEaA=s68-c-k-c0x00ffffff-no-rj","width":68,"height":68}]},"ownerBadges":[{"metadataBadgeRenderer":{"icon":{"iconType":"CHECK_CIRCLE_THICK"},"style":"BADGE_STYLE_TYPE_VERIFIED","tooltip":"ΠΠΎΡΠ²ΡΡΠ΄Π΅Π½","trackingParams":"CJYBEKQwGAwiEwjvg7CJz7yMAxWoeHoFHVuOCp8=","accessibilityData":{"label":"ΠΠΎΡΠ²ΡΡΠ΄Π΅Π½"}}}],"trackingParams":"CJYBEKQwGAwiEwjvg7CJz7yMAxWoeHoFHVuOCp9A_K_Gk_2Lveon","shortViewCountText":{"accessibility":{"accessibilityData":{"label":"16 Ρ ΠΈΠ»ΡΠ΄ΠΈ ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ"}},"simpleText":"16 Ρ ΠΈΠ». ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ"},"menu":{"menuRenderer":{"items":[{"menuServiceItemRenderer":{"text":{"runs":[{"text":"ΠΠΎΠ±Π°Π²ΡΠ½Π΅ Π² ΠΎΠΏΠ°ΡΠΊΠ°ΡΠ°"}]},"icon":{"iconType":"ADD_TO_QUEUE_TAIL"},"serviceEndpoint":{"clickTrackingParams":"CJsBEP6YBBgGIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true}},"signalServiceEndpoint":{"signal":"CLIENT_SIGNAL","actions":[{"clickTrackingParams":"CJsBEP6YBBgGIhMI74Owic-8jAMVqHh6BR1bjgqf","addToPlaylistCommand":{"openMiniplayer":false,"openListPanel":true,"videoId":"J9T0X9Jxl_w","listType":"PLAYLIST_EDIT_LIST_TYPE_QUEUE","onCreateListCommand":{"clickTrackingParams":"CJsBEP6YBBgGIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/playlist/create"}},"createPlaylistServiceEndpoint":{"videoIds":["J9T0X9Jxl_w"],"params":"CAQ%3D"}},"videoIds":["J9T0X9Jxl_w"]}},{"clickTrackingParams":"CJsBEP6YBBgGIhMI74Owic-8jAMVqHh6BR1bjgqf","openPopupAction":{"popup":{"notificationActionRenderer":{"responseText":{"simpleText":"ΠΠΎΠ±Π°Π²Π΅Π½ Π² ΠΎΠΏΠ°ΡΠΊΠ°ΡΠ°"},"trackingParams":"CJwBELlqIhMI74Owic-8jAMVqHh6BR1bjgqf"}},"popupType":"TOAST"}}]}},"trackingParams":"CJsBEP6YBBgGIhMI74Owic-8jAMVqHh6BR1bjgqf"}},{"menuServiceItemDownloadRenderer":{"serviceEndpoint":{"clickTrackingParams":"CJoBENGqBRgHIhMI74Owic-8jAMVqHh6BR1bjgqf","offlineVideoEndpoint":{"videoId":"J9T0X9Jxl_w","onAddCommand":{"clickTrackingParams":"CJoBENGqBRgHIhMI74Owic-8jAMVqHh6BR1bjgqf","getDownloadActionCommand":{"videoId":"J9T0X9Jxl_w","params":"CAIQAA%3D%3D"}}}},"trackingParams":"CJoBENGqBRgHIhMI74Owic-8jAMVqHh6BR1bjgqf"}},{"menuServiceItemRenderer":{"text":{"runs":[{"text":"Π‘ΠΏΠΎΠ΄Π΅Π»ΡΠ½Π΅"}]},"icon":{"iconType":"SHARE"},"serviceEndpoint":{"clickTrackingParams":"CJYBEKQwGAwiEwjvg7CJz7yMAxWoeHoFHVuOCp8=","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/share/get_share_panel"}},"shareEntityServiceEndpoint":{"serializedShareEntity":"CgtKOVQwWDlKeGxfdw%3D%3D","commands":[{"clickTrackingParams":"CJYBEKQwGAwiEwjvg7CJz7yMAxWoeHoFHVuOCp8=","openPopupAction":{"popup":{"unifiedSharePanelRenderer":{"trackingParams":"CJkBEI5iIhMI74Owic-8jAMVqHh6BR1bjgqf","showLoadingSpinner":true}},"popupType":"DIALOG","beReused":true}}]}},"trackingParams":"CJYBEKQwGAwiEwjvg7CJz7yMAxWoeHoFHVuOCp8=","hasSeparator":true}}],"trackingParams":"CJYBEKQwGAwiEwjvg7CJz7yMAxWoeHoFHVuOCp8=","accessibility":{"accessibilityData":{"label":"ΠΠ΅Π½Ρ Π·Π° Π΄Π΅ΠΉΡΡΠ²ΠΈΡ"}}}},"thumbnailOverlays":[{"thumbnailOverlayTimeStatusRenderer":{"text":{"accessibility":{"accessibilityData":{"label":"29 ΠΌΠΈΠ½ΡΡΠΈ ΠΈ 51 ΡΠ΅ΠΊΡΠ½Π΄ΠΈ"}},"simpleText":"29:51"},"style":"DEFAULT"}},{"thumbnailOverlayToggleButtonRenderer":{"isToggled":false,"untoggledIcon":{"iconType":"WATCH_LATER"},"toggledIcon":{"iconType":"CHECK"},"untoggledTooltip":"ΠΠ° Π³Π»Π΅Π΄Π°Π½Π΅ ΠΏΠΎ-ΠΊΡΡΠ½ΠΎ","toggledTooltip":"ΠΠΎΠ±Π°Π²Π΅Π½","untoggledServiceEndpoint":{"clickTrackingParams":"CJgBEPnnAxgCIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/browse/edit_playlist"}},"playlistEditEndpoint":{"playlistId":"WL","actions":[{"addedVideoId":"J9T0X9Jxl_w","action":"ACTION_ADD_VIDEO"}]}},"toggledServiceEndpoint":{"clickTrackingParams":"CJgBEPnnAxgCIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/browse/edit_playlist"}},"playlistEditEndpoint":{"playlistId":"WL","actions":[{"action":"ACTION_REMOVE_VIDEO_BY_VIDEO_ID","removedVideoId":"J9T0X9Jxl_w"}]}},"untoggledAccessibility":{"accessibilityData":{"label":"ΠΠ° Π³Π»Π΅Π΄Π°Π½Π΅ ΠΏΠΎ-ΠΊΡΡΠ½ΠΎ"}},"toggledAccessibility":{"accessibilityData":{"label":"ΠΠΎΠ±Π°Π²Π΅Π½"}},"trackingParams":"CJgBEPnnAxgCIhMI74Owic-8jAMVqHh6BR1bjgqf"}},{"thumbnailOverlayToggleButtonRenderer":{"untoggledIcon":{"iconType":"ADD_TO_QUEUE_TAIL"},"toggledIcon":{"iconType":"PLAYLIST_ADD_CHECK"},"untoggledTooltip":"ΠΠΎΠ±Π°Π²ΡΠ½Π΅ Π² ΠΎΠΏΠ°ΡΠΊΠ°ΡΠ°","toggledTooltip":"ΠΠΎΠ±Π°Π²Π΅Π½","untoggledServiceEndpoint":{"clickTrackingParams":"CJcBEMfsBBgDIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true}},"signalServiceEndpoint":{"signal":"CLIENT_SIGNAL","actions":[{"clickTrackingParams":"CJcBEMfsBBgDIhMI74Owic-8jAMVqHh6BR1bjgqf","addToPlaylistCommand":{"openMiniplayer":false,"openListPanel":true,"videoId":"J9T0X9Jxl_w","listType":"PLAYLIST_EDIT_LIST_TYPE_QUEUE","onCreateListCommand":{"clickTrackingParams":"CJcBEMfsBBgDIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/playlist/create"}},"createPlaylistServiceEndpoint":{"videoIds":["J9T0X9Jxl_w"],"params":"CAQ%3D"}},"videoIds":["J9T0X9Jxl_w"]}}]}},"untoggledAccessibility":{"accessibilityData":{"label":"ΠΠΎΠ±Π°Π²ΡΠ½Π΅ Π² ΠΎΠΏΠ°ΡΠΊΠ°ΡΠ°"}},"toggledAccessibility":{"accessibilityData":{"label":"ΠΠΎΠ±Π°Π²Π΅Π½"}},"trackingParams":"CJcBEMfsBBgDIhMI74Owic-8jAMVqHh6BR1bjgqf"}},{"thumbnailOverlayNowPlayingRenderer":{"text":{"runs":[{"text":"Π‘Π΅Π³Π° ΡΠ»ΡΡΠ°ΡΠ΅"}]}}}],"accessibility":{"accessibilityData":{"label":"AWS re:Invent 2020: Detect machine learning (ML) model drift in production – 29 ΠΌΠΈΠ½ΡΡΠΈ – ΠΡΠΌ ΠΊΠ°Π½Π°Π»Π° – AWS Events - 16 Ρ ΠΈΠ». ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ - ΠΏΡΠ΅Π΄ΠΈ 4 Π³ΠΎΠ΄ΠΈΠ½ΠΈ – ΠΏΡΡΠΊΠ°Π½Π΅ Π½Π° Π²ΠΈΠ΄Π΅ΠΎΠΊΠ»ΠΈΠΏΠ°"}},"richThumbnail":{"movingThumbnailRenderer":{"enableHoveredLogging":true,"enableOverlay":true}}}},{"compactVideoRenderer":{"videoId":"T8rzmeCnSQc","thumbnail":{"thumbnails":[{"url":"https://i.ytimg.com/vi/T8rzmeCnSQc/hqdefault.jpg?sqp=-oaymwEbCKgBEF5IVfKriqkDDggBFQAAiEIYAXABwAEG rs=AOn4CLAnz-E-DiPR11-e3oblTs7K250rHQ","width":168,"height":94},{"url":"https://i.ytimg.com/vi/T8rzmeCnSQc/hqdefault.jpg?sqp=-oaymwEcCNACELwBSFXyq4qpAw4IARUAAIhCGAFwAcABBg== rs=AOn4CLCZv42vnkHF1dtJSJ-iUkjFqldUdQ","width":336,"height":188}]},"title":{"accessibility":{"accessibilityData":{"label":"Attribution Setup for Agencies and Publishers ΠΎΡ „Podscribe“ 47 ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ ΠΏΡΠ΅Π΄ΠΈ 10 Π΄Π½ΠΈ 26 ΠΌΠΈΠ½ΡΡΠΈ"}},"simpleText":"Attribution Setup for Agencies and Publishers"},"longBylineText":{"runs":[{"text":"Podscribe","navigationEndpoint":{"clickTrackingParams":"CI8BEKQwGA0iEwjvg7CJz7yMAxWoeHoFHVuOCp8yB3JlbGF0ZWQ=","commandMetadata":{"webCommandMetadata":{"url":"/@Podscribe-ue3ij","webPageType":"WEB_PAGE_TYPE_CHANNEL","rootVe":3611,"apiUrl":"/youtubei/v1/browse"}},"browseEndpoint":{"browseId":"UCm1bgNR7kSh121shXj9nf4g","canonicalBaseUrl":"/@Podscribe-ue3ij"}}}]},"publishedTimeText":{"simpleText":"ΠΏΡΠ΅Π΄ΠΈ 10 Π΄Π½ΠΈ"},"viewCountText":{"simpleText":"47 ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ"},"lengthText":{"accessibility":{"accessibilityData":{"label":"26 ΠΌΠΈΠ½ΡΡΠΈ ΠΈ 11 ΡΠ΅ΠΊΡΠ½Π΄ΠΈ"}},"simpleText":"26:11"},"navigationEndpoint":{"clickTrackingParams":"CI8BEKQwGA0iEwjvg7CJz7yMAxWoeHoFHVuOCp8yB3JlbGF0ZWRIkcalkMOklbBjmgEFCAEQ-B0=","commandMetadata":{"webCommandMetadata":{"url":"/watch?v=T8rzmeCnSQc","webPageType":"WEB_PAGE_TYPE_WATCH","rootVe":3832}},"watchEndpoint":{"videoId":"T8rzmeCnSQc","nofollow":true,"watchEndpointSupportedOnesieConfig":{"html5PlaybackOnesieConfig":{"commonConfig":{"url":"https://rr2---sn-uxaxiv0nxx5q-nv4s.googlevideo.com/initplayback?source=youtube oeis=1 c=WEB oad=3200 ovd=3200 oaad=11000 oavd=11000 ocs=700 oewis=1 oputc=1 ofpcc=1 msp=1 odepv=1 onvi=1 oreouc=1 id=4fcaf399e0a74907 ip=185.82.219.199 initcwndbps=2032500 mt=1743708801 oweuc= pxtags=Cg4KAnR4Egg1MTQzNDAxNA rxtags=Cg4KAnR4Egg1MTQzNDAxNA%2CCg4KAnR4Egg1MTQzNDAxNQ%2CCg4KAnR4Egg1MTQzNDAxNg%2CCg4KAnR4Egg1MTQzNDAxNw"}}}}},"shortBylineText":{"runs":[{"text":"Podscribe","navigationEndpoint":{"clickTrackingParams":"CI8BEKQwGA0iEwjvg7CJz7yMAxWoeHoFHVuOCp8yB3JlbGF0ZWQ=","commandMetadata":{"webCommandMetadata":{"url":"/@Podscribe-ue3ij","webPageType":"WEB_PAGE_TYPE_CHANNEL","rootVe":3611,"apiUrl":"/youtubei/v1/browse"}},"browseEndpoint":{"browseId":"UCm1bgNR7kSh121shXj9nf4g","canonicalBaseUrl":"/@Podscribe-ue3ij"}}}]},"channelThumbnail":{"thumbnails":[{"url":"https://yt3.ggpht.com/NOZDjbL8AnIaj9NX8SY-wWnBk5R-0iHwcoD35FX4nlp5JvgDQslxQcCzLKYXE2qQugL2OJOxezY=s68-c-k-c0x00ffffff-no-rj","width":68,"height":68}]},"trackingParams":"CI8BEKQwGA0iEwjvg7CJz7yMAxWoeHoFHVuOCp9Ah5KdhZ7zvOVP","shortViewCountText":{"accessibility":{"accessibilityData":{"label":"47 ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ"}},"simpleText":"47 ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ"},"menu":{"menuRenderer":{"items":[{"menuServiceItemRenderer":{"text":{"runs":[{"text":"ΠΠΎΠ±Π°Π²ΡΠ½Π΅ Π² ΠΎΠΏΠ°ΡΠΊΠ°ΡΠ°"}]},"icon":{"iconType":"ADD_TO_QUEUE_TAIL"},"serviceEndpoint":{"clickTrackingParams":"CJQBEP6YBBgFIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true}},"signalServiceEndpoint":{"signal":"CLIENT_SIGNAL","actions":[{"clickTrackingParams":"CJQBEP6YBBgFIhMI74Owic-8jAMVqHh6BR1bjgqf","addToPlaylistCommand":{"openMiniplayer":false,"openListPanel":true,"videoId":"T8rzmeCnSQc","listType":"PLAYLIST_EDIT_LIST_TYPE_QUEUE","onCreateListCommand":{"clickTrackingParams":"CJQBEP6YBBgFIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/playlist/create"}},"createPlaylistServiceEndpoint":{"videoIds":["T8rzmeCnSQc"],"params":"CAQ%3D"}},"videoIds":["T8rzmeCnSQc"]}},{"clickTrackingParams":"CJQBEP6YBBgFIhMI74Owic-8jAMVqHh6BR1bjgqf","openPopupAction":{"popup":{"notificationActionRenderer":{"responseText":{"simpleText":"ΠΠΎΠ±Π°Π²Π΅Π½ Π² ΠΎΠΏΠ°ΡΠΊΠ°ΡΠ°"},"trackingParams":"CJUBELlqIhMI74Owic-8jAMVqHh6BR1bjgqf"}},"popupType":"TOAST"}}]}},"trackingParams":"CJQBEP6YBBgFIhMI74Owic-8jAMVqHh6BR1bjgqf"}},{"menuServiceItemDownloadRenderer":{"serviceEndpoint":{"clickTrackingParams":"CJMBENGqBRgGIhMI74Owic-8jAMVqHh6BR1bjgqf","offlineVideoEndpoint":{"videoId":"T8rzmeCnSQc","onAddCommand":{"clickTrackingParams":"CJMBENGqBRgGIhMI74Owic-8jAMVqHh6BR1bjgqf","getDownloadActionCommand":{"videoId":"T8rzmeCnSQc","params":"CAIQAA%3D%3D"}}}},"trackingParams":"CJMBENGqBRgGIhMI74Owic-8jAMVqHh6BR1bjgqf"}},{"menuServiceItemRenderer":{"text":{"runs":[{"text":"Π‘ΠΏΠΎΠ΄Π΅Π»ΡΠ½Π΅"}]},"icon":{"iconType":"SHARE"},"serviceEndpoint":{"clickTrackingParams":"CI8BEKQwGA0iEwjvg7CJz7yMAxWoeHoFHVuOCp8=","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/share/get_share_panel"}},"shareEntityServiceEndpoint":{"serializedShareEntity":"CgtUOHJ6bWVDblNRYw%3D%3D","commands":[{"clickTrackingParams":"CI8BEKQwGA0iEwjvg7CJz7yMAxWoeHoFHVuOCp8=","openPopupAction":{"popup":{"unifiedSharePanelRenderer":{"trackingParams":"CJIBEI5iIhMI74Owic-8jAMVqHh6BR1bjgqf","showLoadingSpinner":true}},"popupType":"DIALOG","beReused":true}}]}},"trackingParams":"CI8BEKQwGA0iEwjvg7CJz7yMAxWoeHoFHVuOCp8=","hasSeparator":true}}],"trackingParams":"CI8BEKQwGA0iEwjvg7CJz7yMAxWoeHoFHVuOCp8=","accessibility":{"accessibilityData":{"label":"ΠΠ΅Π½Ρ Π·Π° Π΄Π΅ΠΉΡΡΠ²ΠΈΡ"}}}},"thumbnailOverlays":[{"thumbnailOverlayTimeStatusRenderer":{"text":{"accessibility":{"accessibilityData":{"label":"26 ΠΌΠΈΠ½ΡΡΠΈ ΠΈ 11 ΡΠ΅ΠΊΡΠ½Π΄ΠΈ"}},"simpleText":"26:11"},"style":"DEFAULT"}},{"thumbnailOverlayToggleButtonRenderer":{"isToggled":false,"untoggledIcon":{"iconType":"WATCH_LATER"},"toggledIcon":{"iconType":"CHECK"},"untoggledTooltip":"ΠΠ° Π³Π»Π΅Π΄Π°Π½Π΅ ΠΏΠΎ-ΠΊΡΡΠ½ΠΎ","toggledTooltip":"ΠΠΎΠ±Π°Π²Π΅Π½","untoggledServiceEndpoint":{"clickTrackingParams":"CJEBEPnnAxgBIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/browse/edit_playlist"}},"playlistEditEndpoint":{"playlistId":"WL","actions":[{"addedVideoId":"T8rzmeCnSQc","action":"ACTION_ADD_VIDEO"}]}},"toggledServiceEndpoint":{"clickTrackingParams":"CJEBEPnnAxgBIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/browse/edit_playlist"}},"playlistEditEndpoint":{"playlistId":"WL","actions":[{"action":"ACTION_REMOVE_VIDEO_BY_VIDEO_ID","removedVideoId":"T8rzmeCnSQc"}]}},"untoggledAccessibility":{"accessibilityData":{"label":"ΠΠ° Π³Π»Π΅Π΄Π°Π½Π΅ ΠΏΠΎ-ΠΊΡΡΠ½ΠΎ"}},"toggledAccessibility":{"accessibilityData":{"label":"ΠΠΎΠ±Π°Π²Π΅Π½"}},"trackingParams":"CJEBEPnnAxgBIhMI74Owic-8jAMVqHh6BR1bjgqf"}},{"thumbnailOverlayToggleButtonRenderer":{"untoggledIcon":{"iconType":"ADD_TO_QUEUE_TAIL"},"toggledIcon":{"iconType":"PLAYLIST_ADD_CHECK"},"untoggledTooltip":"ΠΠΎΠ±Π°Π²ΡΠ½Π΅ Π² ΠΎΠΏΠ°ΡΠΊΠ°ΡΠ°","toggledTooltip":"ΠΠΎΠ±Π°Π²Π΅Π½","untoggledServiceEndpoint":{"clickTrackingParams":"CJABEMfsBBgCIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true}},"signalServiceEndpoint":{"signal":"CLIENT_SIGNAL","actions":[{"clickTrackingParams":"CJABEMfsBBgCIhMI74Owic-8jAMVqHh6BR1bjgqf","addToPlaylistCommand":{"openMiniplayer":false,"openListPanel":true,"videoId":"T8rzmeCnSQc","listType":"PLAYLIST_EDIT_LIST_TYPE_QUEUE","onCreateListCommand":{"clickTrackingParams":"CJABEMfsBBgCIhMI74Owic-8jAMVqHh6BR1bjgqf","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/playlist/create"}},"createPlaylistServiceEndpoint":{"videoIds":["T8rzmeCnSQc"],"params":"CAQ%3D"}},"videoIds":["T8rzmeCnSQc"]}}]}},"untoggledAccessibility":{"accessibilityData":{"label":"ΠΠΎΠ±Π°Π²ΡΠ½Π΅ Π² ΠΎΠΏΠ°ΡΠΊΠ°ΡΠ°"}},"toggledAccessibility":{"accessibilityData":{"label":"ΠΠΎΠ±Π°Π²Π΅Π½"}},"trackingParams":"CJABEMfsBBgCIhMI74Owic-8jAMVqHh6BR1bjgqf"}},{"thumbnailOverlayNowPlayingRenderer":{"text":{"runs":[{"text":"Π‘Π΅Π³Π° ΡΠ»ΡΡΠ°ΡΠ΅"}]}}}],"accessibility":{"accessibilityData":{"label":"Attribution Setup for Agencies and Publishers – 26 ΠΌΠΈΠ½ΡΡΠΈ – ΠΡΠΌ ΠΊΠ°Π½Π°Π»Π° – Podscribe - 47 ΠΏΠΎΠΊΠ°Π·Π²Π°Π½ΠΈΡ - ΠΏΡΠ΅Π΄ΠΈ 10 Π΄Π½ΠΈ – ΠΏΡΡΠΊΠ°Π½Π΅ Π½Π° Π²ΠΈΠ΄Π΅ΠΎΠΊΠ»ΠΈΠΏΠ°"}},"richThumbnail":{"movingThumbnailRenderer":{"enableHoveredLogging":true,"enableOverlay":true}}}},{"lockupViewModel":{"contentImage":{"collectionThumbnailViewModel":{"primaryThumbnail":{"thumbnailViewModel":{"image":{"sources":[{"url":"https://i.ytimg.com/vi/tvrz8mYJKkU/hqdefault.jpg?sqp=-oaymwEWCKgBEF5IWvKriqkDCQgBFQAAiEIYAQ== rs=AOn4CLDDKzJDy0U32hG2n0_fWg7bI58Yxw","width":168,"height":94},{"url":"https://i.ytimg.com/vi/tvrz8mYJKkU/hqdefault.jpg?sqp=-oaymwEXCNACELwBSFryq4qpAwkIARUAAIhCGAE= rs=AOn4CLDLwVHXN3e1pPPEve4ueNmIQ3Aq8A","width":336,"height":188}]},"overlays":[{"thumbnailOverlayBadgeViewModel":{"thumbnailBadges":[{"thumbnailBadgeViewModel":{"icon":{"sources":[{"clientResource":{"imageName":"PLAYLISTS"}}]},"text":"31 Π²ΠΈΠ΄Π΅ΠΎΠΊΠ»ΠΈΠΏΠ°","badgeStyle":"THUMBNAIL_OVERLAY_BADGE_STYLE_DEFAULT","backgroundColor":{"lightTheme":861730,"darkTheme":861730}}}],"position":"THUMBNAIL_OVERLAY_BADGE_POSITION_BOTTOM_END"}},{"thumbnailHoverOverlayViewModel":{"icon":{"sources":[{"clientResource":{"imageName":"PLAY_ALL"}}]},"text":{"content":"ΠΡΡΠΊΠ°Π½Π΅ Π½Π° Π²ΡΠΈΡΠΊΠΈ","styleRuns":[{"startIndex":0,"length":17}]},"style":"THUMBNAIL_HOVER_OVERLAY_STYLE_COVER"}}],"backgroundColor":{"lightTheme":1457977,"darkTheme":1457977}}},"stackColor":{"lightTheme":7051666,"darkTheme":7376008}}},"metadata":{"lockupMetadataViewModel":{"title":{"content":"Databricks"},"metadata":{"contentMetadataViewModel":{"metadataRows":[{"metadataParts":[{"text":{"content":"Thorogood
#############################
