Lecture12 Probability

>> YOUR LINK HERE: ___ http://youtube.com/watch?v=yRG6np3yC7c

CS188 Artificial Intelligence • UC Berkeley, Spring 2013 • Instructor: Prof. Pieter Abbeel","styleRuns":[{"startIndex":0,"length":86,"styleRunExtensions":{"styleRunColorMapExtension":{"colorMap":[{"key":"USER_INTERFACE_THEME_DARK","value":4294967295},{"key":"USER_INTERFACE_THEME_LIGHT","value":4279440147}]}},"fontFamilyName":"Roboto"}]},"headerRuns":[{"startIndex":0,"length":86,"headerMapping":"ATTRIBUTED_STRING_HEADER_MAPPING_UNSPECIFIED"}]}},{"itemSectionRenderer":{"contents":[{"messageRenderer":{"text":{"runs":[{"text":"Comments are turned off. "},{"text":"Learn more","navigationEndpoint":{"clickTrackingParams":"CKYCEJY7GAAiEwivnJu-ocuLAxU7aHoFHcI4Oqc=","commandMetadata":{"webCommandMetadata":{"url":"https://support.google.com/youtube/answer/9706180?hl=en","webPageType":"WEB_PAGE_TYPE_UNKNOWN","rootVe":83769}},"urlEndpoint":{"url":"https://support.google.com/youtube/answer/9706180?hl=en"}}}]},"trackingParams":"CKYCEJY7GAAiEwivnJu-ocuLAxU7aHoFHcI4Oqc="}}],"trackingParams":"CKUCELsvGAIiEwivnJu-ocuLAxU7aHoFHcI4Oqc=","sectionIdentifier":"comment-item-section"}}],"trackingParams":"CKQCELovIhMIr5ybvqHLiwMVO2h6BR3CODqn"}},"secondaryResults":{"secondaryResults":{"results":[{"compactVideoRenderer":{"videoId":"Mg3nFk3hkDE","thumbnail":{"thumbnails":[{"url":"https://i.ytimg.com/vi/Mg3nFk3hkDE/hqdefault.jpg?sqp=-oaymwE1CKgBEF5IVfKriqkDKAgBFQAAiEIYAXABwAEG8AEB-AHQBoAC4AOKAgwIABABGHIgPyhBMA8= rs=AOn4CLDwb7zWsWNSmcirveAzRGYUmk9qUA","width":168,"height":94},{"url":"https://i.ytimg.com/vi/Mg3nFk3hkDE/hqdefault.jpg?sqp=-oaymwE2CNACELwBSFXyq4qpAygIARUAAIhCGAFwAcABBvABAfgB0AaAAuADigIMCAAQARhyID8oQTAP rs=AOn4CLDfOy_o5QtYxSSVHuzU-8mSphaC1Q","width":336,"height":188}]},"title":{"accessibility":{"accessibilityData":{"label":"Lecture 14 Bayes Nets II Conditional Independence by CS188Spring2013 16,142 views 11 years ago 1 hour, 9 minutes"}},"simpleText":"Lecture 14 Bayes Nets II Conditional Independence"},"longBylineText":{"runs":[{"text":"CS188Spring2013","navigationEndpoint":{"clickTrackingParams":"CJ0CEKQwGAAiEwivnJu-ocuLAxU7aHoFHcI4OqcyB3JlbGF0ZWQ=","commandMetadata":{"webCommandMetadata":{"url":"/@CS188Spring2013","webPageType":"WEB_PAGE_TYPE_CHANNEL","rootVe":3611,"apiUrl":"/youtubei/v1/browse"}},"browseEndpoint":{"browseId":"UCTmAYxRV7H9NTdgC9bNixvw","canonicalBaseUrl":"/@CS188Spring2013"}}}]},"publishedTimeText":{"simpleText":"11 years ago"},"viewCountText":{"simpleText":"16,142 views"},"lengthText":{"accessibility":{"accessibilityData":{"label":"1 hour, 9 minutes, 45 seconds"}},"simpleText":"1:09:45"},"navigationEndpoint":{"clickTrackingParams":"CJ0CEKQwGAAiEwivnJu-ocuLAxU7aHoFHcI4OqcyB3JlbGF0ZWRIt5fI7-nT7ojJAZoBBQgBEPgd","commandMetadata":{"webCommandMetadata":{"url":"/watch?v=Mg3nFk3hkDE","webPageType":"WEB_PAGE_TYPE_WATCH","rootVe":3832}},"watchEndpoint":{"videoId":"Mg3nFk3hkDE","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 id=320de7164de19031 ip=2a02%3A27aa%3A0%3A0%3A0%3A0%3A0%3Ad49 initcwndbps=1115000 mt=1739813825 oweuc= pxtags=Cg4KAnR4Egg1MTM4OTU4Mg rxtags=Cg4KAnR4Egg1MTM4OTU4Mg%2CCg4KAnR4Egg1MTM4OTU4Mw"}}}}},"shortBylineText":{"runs":[{"text":"CS188Spring2013","navigationEndpoint":{"clickTrackingParams":"CJ0CEKQwGAAiEwivnJu-ocuLAxU7aHoFHcI4OqcyB3JlbGF0ZWQ=","commandMetadata":{"webCommandMetadata":{"url":"/@CS188Spring2013","webPageType":"WEB_PAGE_TYPE_CHANNEL","rootVe":3611,"apiUrl":"/youtubei/v1/browse"}},"browseEndpoint":{"browseId":"UCTmAYxRV7H9NTdgC9bNixvw","canonicalBaseUrl":"/@CS188Spring2013"}}}]},"channelThumbnail":{"thumbnails":[{"url":"https://yt3.ggpht.com/ytc/AIdro_kAr3sRuaqt8h6Z796qtDGDTKY1qfqPwIBBr2ihAv8=s68-c-k-c0x00ffffff-no-rj","width":68,"height":68}]},"trackingParams":"CJ0CEKQwGAAiEwivnJu-ocuLAxU7aHoFHcI4OqdAsaCG7-Ti-YYy","shortViewCountText":{"accessibility":{"accessibilityData":{"label":"16K views"}},"simpleText":"16K views"},"menu":{"menuRenderer":{"items":[{"menuServiceItemRenderer":{"text":{"runs":[{"text":"Add to queue"}]},"icon":{"iconType":"ADD_TO_QUEUE_TAIL"},"serviceEndpoint":{"clickTrackingParams":"CKICEP6YBBgFIhMIr5ybvqHLiwMVO2h6BR3CODqn","commandMetadata":{"webCommandMetadata":{"sendPost":true}},"signalServiceEndpoint":{"signal":"CLIENT_SIGNAL","actions":[{"clickTrackingParams":"CKICEP6YBBgFIhMIr5ybvqHLiwMVO2h6BR3CODqn","addToPlaylistCommand":{"openMiniplayer":false,"openListPanel":true,"videoId":"Mg3nFk3hkDE","listType":"PLAYLIST_EDIT_LIST_TYPE_QUEUE","onCreateListCommand":{"clickTrackingParams":"CKICEP6YBBgFIhMIr5ybvqHLiwMVO2h6BR3CODqn","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/playlist/create"}},"createPlaylistServiceEndpoint":{"videoIds":["Mg3nFk3hkDE"],"params":"CAQ%3D"}},"videoIds":["Mg3nFk3hkDE"]}},{"clickTrackingParams":"CKICEP6YBBgFIhMIr5ybvqHLiwMVO2h6BR3CODqn","openPopupAction":{"popup":{"notificationActionRenderer":{"responseText":{"simpleText":"Added to queue"},"trackingParams":"CKMCELlqIhMIr5ybvqHLiwMVO2h6BR3CODqn"}},"popupType":"TOAST"}}]}},"trackingParams":"CKICEP6YBBgFIhMIr5ybvqHLiwMVO2h6BR3CODqn"}},{"menuServiceItemDownloadRenderer":{"serviceEndpoint":{"clickTrackingParams":"CKECENGqBRgGIhMIr5ybvqHLiwMVO2h6BR3CODqn","offlineVideoEndpoint":{"videoId":"Mg3nFk3hkDE","onAddCommand":{"clickTrackingParams":"CKECENGqBRgGIhMIr5ybvqHLiwMVO2h6BR3CODqn","getDownloadActionCommand":{"videoId":"Mg3nFk3hkDE","params":"CAIQAA%3D%3D"}}}},"trackingParams":"CKECENGqBRgGIhMIr5ybvqHLiwMVO2h6BR3CODqn"}},{"menuServiceItemRenderer":{"text":{"runs":[{"text":"Share"}]},"icon":{"iconType":"SHARE"},"serviceEndpoint":{"clickTrackingParams":"CJ0CEKQwGAAiEwivnJu-ocuLAxU7aHoFHcI4Oqc=","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/share/get_share_panel"}},"shareEntityServiceEndpoint":{"serializedShareEntity":"CgtNZzNuRmszaGtERQ%3D%3D","commands":[{"clickTrackingParams":"CJ0CEKQwGAAiEwivnJu-ocuLAxU7aHoFHcI4Oqc=","openPopupAction":{"popup":{"unifiedSharePanelRenderer":{"trackingParams":"CKACEI5iIhMIr5ybvqHLiwMVO2h6BR3CODqn","showLoadingSpinner":true}},"popupType":"DIALOG","beReused":true}}]}},"trackingParams":"CJ0CEKQwGAAiEwivnJu-ocuLAxU7aHoFHcI4Oqc=","hasSeparator":true}}],"trackingParams":"CJ0CEKQwGAAiEwivnJu-ocuLAxU7aHoFHcI4Oqc=","accessibility":{"accessibilityData":{"label":"Action menu"}},"targetId":"watch-related-menu-button"}},"thumbnailOverlays":[{"thumbnailOverlayTimeStatusRenderer":{"text":{"accessibility":{"accessibilityData":{"label":"1 hour, 9 minutes, 45 seconds"}},"simpleText":"1:09:45"},"style":"DEFAULT"}},{"thumbnailOverlayToggleButtonRenderer":{"isToggled":false,"untoggledIcon":{"iconType":"WATCH_LATER"},"toggledIcon":{"iconType":"CHECK"},"untoggledTooltip":"Watch later","toggledTooltip":"Added","untoggledServiceEndpoint":{"clickTrackingParams":"CJ8CEPnnAxgBIhMIr5ybvqHLiwMVO2h6BR3CODqn","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/browse/edit_playlist"}},"playlistEditEndpoint":{"playlistId":"WL","actions":[{"addedVideoId":"Mg3nFk3hkDE","action":"ACTION_ADD_VIDEO"}]}},"toggledServiceEndpoint":{"clickTrackingParams":"CJ8CEPnnAxgBIhMIr5ybvqHLiwMVO2h6BR3CODqn","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/browse/edit_playlist"}},"playlistEditEndpoint":{"playlistId":"WL","actions":[{"action":"ACTION_REMOVE_VIDEO_BY_VIDEO_ID","removedVideoId":"Mg3nFk3hkDE"}]}},"untoggledAccessibility":{"accessibilityData":{"label":"Watch later"}},"toggledAccessibility":{"accessibilityData":{"label":"Added"}},"trackingParams":"CJ8CEPnnAxgBIhMIr5ybvqHLiwMVO2h6BR3CODqn"}},{"thumbnailOverlayToggleButtonRenderer":{"untoggledIcon":{"iconType":"ADD_TO_QUEUE_TAIL"},"toggledIcon":{"iconType":"PLAYLIST_ADD_CHECK"},"untoggledTooltip":"Add to queue","toggledTooltip":"Added","untoggledServiceEndpoint":{"clickTrackingParams":"CJ4CEMfsBBgCIhMIr5ybvqHLiwMVO2h6BR3CODqn","commandMetadata":{"webCommandMetadata":{"sendPost":true}},"signalServiceEndpoint":{"signal":"CLIENT_SIGNAL","actions":[{"clickTrackingParams":"CJ4CEMfsBBgCIhMIr5ybvqHLiwMVO2h6BR3CODqn","addToPlaylistCommand":{"openMiniplayer":false,"openListPanel":true,"videoId":"Mg3nFk3hkDE","listType":"PLAYLIST_EDIT_LIST_TYPE_QUEUE","onCreateListCommand":{"clickTrackingParams":"CJ4CEMfsBBgCIhMIr5ybvqHLiwMVO2h6BR3CODqn","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/playlist/create"}},"createPlaylistServiceEndpoint":{"videoIds":["Mg3nFk3hkDE"],"params":"CAQ%3D"}},"videoIds":["Mg3nFk3hkDE"]}}]}},"untoggledAccessibility":{"accessibilityData":{"label":"Add to queue"}},"toggledAccessibility":{"accessibilityData":{"label":"Added"}},"trackingParams":"CJ4CEMfsBBgCIhMIr5ybvqHLiwMVO2h6BR3CODqn"}},{"thumbnailOverlayNowPlayingRenderer":{"text":{"runs":[{"text":"Now playing"}]}}}],"accessibility":{"accessibilityData":{"label":"Lecture 14 Bayes Nets II Conditional Independence - 1 hour, 9 minutes - Go to channel - CS188Spring2013 - 16K views - 11 years ago - play video"}},"richThumbnail":{"movingThumbnailRenderer":{"enableHoveredLogging":true,"enableOverlay":true}}}},{"compactVideoRenderer":{"videoId":"8rnIArZS9cI","thumbnail":{"thumbnails":[{"url":"https://i.ytimg.com/vi/8rnIArZS9cI/hqdefault.jpg?sqp=-oaymwE1CKgBEF5IVfKriqkDKAgBFQAAiEIYAXABwAEG8AEB-AH-CYAC0AWKAgwIABABGHIgRyg7MA8= rs=AOn4CLB8cuID6MsAUN4RJIqs7vUMOLVq5A","width":168,"height":94},{"url":"https://i.ytimg.com/vi/8rnIArZS9cI/hqdefault.jpg?sqp=-oaymwE2CNACELwBSFXyq4qpAygIARUAAIhCGAFwAcABBvABAfgB_gmAAtAFigIMCAAQARhyIEcoOzAP rs=AOn4CLDG-m6KAkYpfm6i0oLLPcp760pWCQ","width":336,"height":188}]},"title":{"accessibility":{"accessibilityData":{"label":"Lecture 12: Probability by CS188Fall2013 23,654 views 11 years ago 1 hour, 11 minutes"}},"simpleText":"Lecture 12: Probability"},"longBylineText":{"runs":[{"text":"CS188Fall2013","navigationEndpoint":{"clickTrackingParams":"CJYCEKQwGAEiEwivnJu-ocuLAxU7aHoFHcI4OqcyB3JlbGF0ZWQ=","commandMetadata":{"webCommandMetadata":{"url":"/@CSFall-de7jy","webPageType":"WEB_PAGE_TYPE_CHANNEL","rootVe":3611,"apiUrl":"/youtubei/v1/browse"}},"browseEndpoint":{"browseId":"UCshmLD2MsyqAKBx8ctivb5Q","canonicalBaseUrl":"/@CSFall-de7jy"}}}]},"publishedTimeText":{"simpleText":"11 years ago"},"viewCountText":{"simpleText":"23,654 views"},"lengthText":{"accessibility":{"accessibilityData":{"label":"1 hour, 11 minutes, 51 seconds"}},"simpleText":"1:11:51"},"navigationEndpoint":{"clickTrackingParams":"CJYCEKQwGAEiEwivnJu-ocuLAxU7aHoFHcI4OqcyB3JlbGF0ZWRIt5fI7-nT7ojJAZoBBQgBEPgd","commandMetadata":{"webCommandMetadata":{"url":"/watch?v=8rnIArZS9cI","webPageType":"WEB_PAGE_TYPE_WATCH","rootVe":3832}},"watchEndpoint":{"videoId":"8rnIArZS9cI","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 id=f2b9c802b652f5c2 ip=2a02%3A27aa%3A0%3A0%3A0%3A0%3A0%3Ad49 initcwndbps=1115000 mt=1739813825 oweuc= pxtags=Cg4KAnR4Egg1MTM4OTU4Mg rxtags=Cg4KAnR4Egg1MTM4OTU4Mg%2CCg4KAnR4Egg1MTM4OTU4Mw"}}}}},"shortBylineText":{"runs":[{"text":"CS188Fall2013","navigationEndpoint":{"clickTrackingParams":"CJYCEKQwGAEiEwivnJu-ocuLAxU7aHoFHcI4OqcyB3JlbGF0ZWQ=","commandMetadata":{"webCommandMetadata":{"url":"/@CSFall-de7jy","webPageType":"WEB_PAGE_TYPE_CHANNEL","rootVe":3611,"apiUrl":"/youtubei/v1/browse"}},"browseEndpoint":{"browseId":"UCshmLD2MsyqAKBx8ctivb5Q","canonicalBaseUrl":"/@CSFall-de7jy"}}}]},"channelThumbnail":{"thumbnails":[{"url":"https://yt3.ggpht.com/ytc/AIdro_l1w0Riel2Dx7ENfmt4N7Wlee3YB-wQd3NW9NAZ_6w=s68-c-k-c0x00ffffff-no-rj","width":68,"height":68}]},"trackingParams":"CJYCEKQwGAEiEwivnJu-ocuLAxU7aHoFHcI4OqdAwuvLsquA8tzyAQ==","shortViewCountText":{"accessibility":{"accessibilityData":{"label":"23K views"}},"simpleText":"23K views"},"menu":{"menuRenderer":{"items":[{"menuServiceItemRenderer":{"text":{"runs":[{"text":"Add to queue"}]},"icon":{"iconType":"ADD_TO_QUEUE_TAIL"},"serviceEndpoint":{"clickTrackingParams":"CJsCEP6YBBgFIhMIr5ybvqHLiwMVO2h6BR3CODqn","commandMetadata":{"webCommandMetadata":{"sendPost":true}},"signalServiceEndpoint":{"signal":"CLIENT_SIGNAL","actions":[{"clickTrackingParams":"CJsCEP6YBBgFIhMIr5ybvqHLiwMVO2h6BR3CODqn","addToPlaylistCommand":{"openMiniplayer":false,"openListPanel":true,"videoId":"8rnIArZS9cI","listType":"PLAYLIST_EDIT_LIST_TYPE_QUEUE","onCreateListCommand":{"clickTrackingParams":"CJsCEP6YBBgFIhMIr5ybvqHLiwMVO2h6BR3CODqn","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/playlist/create"}},"createPlaylistServiceEndpoint":{"videoIds":["8rnIArZS9cI"],"params":"CAQ%3D"}},"videoIds":["8rnIArZS9cI"]}},{"clickTrackingParams":"CJsCEP6YBBgFIhMIr5ybvqHLiwMVO2h6BR3CODqn","openPopupAction":{"popup":{"notificationActionRenderer":{"responseText":{"simpleText":"Added to queue"},"trackingParams":"CJwCELlqIhMIr5ybvqHLiwMVO2h6BR3CODqn"}},"popupType":"TOAST"}}]}},"trackingParams":"CJsCEP6YBBgFIhMIr5ybvqHLiwMVO2h6BR3CODqn"}},{"menuServiceItemDownloadRenderer":{"serviceEndpoint":{"clickTrackingParams":"CJoCENGqBRgGIhMIr5ybvqHLiwMVO2h6BR3CODqn","offlineVideoEndpoint":{"videoId":"8rnIArZS9cI","onAddCommand":{"clickTrackingParams":"CJoCENGqBRgGIhMIr5ybvqHLiwMVO2h6BR3CODqn","getDownloadActionCommand":{"videoId":"8rnIArZS9cI","params":"CAIQAA%3D%3D"}}}},"trackingParams":"CJoCENGqBRgGIhMIr5ybvqHLiwMVO2h6BR3CODqn"}},{"menuServiceItemRenderer":{"text":{"runs":[{"text":"Share"}]},"icon":{"iconType":"SHARE"},"serviceEndpoint":{"clickTrackingParams":"CJYCEKQwGAEiEwivnJu-ocuLAxU7aHoFHcI4Oqc=","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/share/get_share_panel"}},"shareEntityServiceEndpoint":{"serializedShareEntity":"Cgs4cm5JQXJaUzljSQ%3D%3D","commands":[{"clickTrackingParams":"CJYCEKQwGAEiEwivnJu-ocuLAxU7aHoFHcI4Oqc=","openPopupAction":{"popup":{"unifiedSharePanelRenderer":{"trackingParams":"CJkCEI5iIhMIr5ybvqHLiwMVO2h6BR3CODqn","showLoadingSpinner":true}},"popupType":"DIALOG","beReused":true}}]}},"trackingParams":"CJYCEKQwGAEiEwivnJu-ocuLAxU7aHoFHcI4Oqc=","hasSeparator":true}}],"trackingParams":"CJYCEKQwGAEiEwivnJu-ocuLAxU7aHoFHcI4Oqc=","accessibility":{"accessibilityData":{"label":"Action menu"}}}},"thumbnailOverlays":[{"thumbnailOverlayTimeStatusRenderer":{"text":{"accessibility":{"accessibilityData":{"label":"1 hour, 11 minutes, 51 seconds"}},"simpleText":"1:11:51"},"style":"DEFAULT"}},{"thumbnailOverlayToggleButtonRenderer":{"isToggled":false,"untoggledIcon":{"iconType":"WATCH_LATER"},"toggledIcon":{"iconType":"CHECK"},"untoggledTooltip":"Watch later","toggledTooltip":"Added","untoggledServiceEndpoint":{"clickTrackingParams":"CJgCEPnnAxgBIhMIr5ybvqHLiwMVO2h6BR3CODqn","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/browse/edit_playlist"}},"playlistEditEndpoint":{"playlistId":"WL","actions":[{"addedVideoId":"8rnIArZS9cI","action":"ACTION_ADD_VIDEO"}]}},"toggledServiceEndpoint":{"clickTrackingParams":"CJgCEPnnAxgBIhMIr5ybvqHLiwMVO2h6BR3CODqn","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/browse/edit_playlist"}},"playlistEditEndpoint":{"playlistId":"WL","actions":[{"action":"ACTION_REMOVE_VIDEO_BY_VIDEO_ID","removedVideoId":"8rnIArZS9cI"}]}},"untoggledAccessibility":{"accessibilityData":{"label":"Watch later"}},"toggledAccessibility":{"accessibilityData":{"label":"Added"}},"trackingParams":"CJgCEPnnAxgBIhMIr5ybvqHLiwMVO2h6BR3CODqn"}},{"thumbnailOverlayToggleButtonRenderer":{"untoggledIcon":{"iconType":"ADD_TO_QUEUE_TAIL"},"toggledIcon":{"iconType":"PLAYLIST_ADD_CHECK"},"untoggledTooltip":"Add to queue","toggledTooltip":"Added","untoggledServiceEndpoint":{"clickTrackingParams":"CJcCEMfsBBgCIhMIr5ybvqHLiwMVO2h6BR3CODqn","commandMetadata":{"webCommandMetadata":{"sendPost":true}},"signalServiceEndpoint":{"signal":"CLIENT_SIGNAL","actions":[{"clickTrackingParams":"CJcCEMfsBBgCIhMIr5ybvqHLiwMVO2h6BR3CODqn","addToPlaylistCommand":{"openMiniplayer":false,"openListPanel":true,"videoId":"8rnIArZS9cI","listType":"PLAYLIST_EDIT_LIST_TYPE_QUEUE","onCreateListCommand":{"clickTrackingParams":"CJcCEMfsBBgCIhMIr5ybvqHLiwMVO2h6BR3CODqn","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/playlist/create"}},"createPlaylistServiceEndpoint":{"videoIds":["8rnIArZS9cI"],"params":"CAQ%3D"}},"videoIds":["8rnIArZS9cI"]}}]}},"untoggledAccessibility":{"accessibilityData":{"label":"Add to queue"}},"toggledAccessibility":{"accessibilityData":{"label":"Added"}},"trackingParams":"CJcCEMfsBBgCIhMIr5ybvqHLiwMVO2h6BR3CODqn"}},{"thumbnailOverlayNowPlayingRenderer":{"text":{"runs":[{"text":"Now playing"}]}}}],"accessibility":{"accessibilityData":{"label":"Lecture 12: Probability - 1 hour, 11 minutes - Go to channel - CS188Fall2013 - 23K views - 11 years ago - play video"}},"richThumbnail":{"movingThumbnailRenderer":{"enableHoveredLogging":true,"enableOverlay":true}}}},{"compactVideoRenderer":{"videoId":"URU4iAzacT4","thumbnail":{"thumbnails":[{"url":"https://i.ytimg.com/vi/URU4iAzacT4/hqdefault.jpg?sqp=-oaymwEbCKgBEF5IVfKriqkDDggBFQAAiEIYAXABwAEG rs=AOn4CLDPQlhDf39eneC-xTP2f6wDnEoH4w","width":168,"height":94},{"url":"https://i.ytimg.com/vi/URU4iAzacT4/hqdefault.jpg?sqp=-oaymwEcCNACELwBSFXyq4qpAw4IARUAAIhCGAFwAcABBg== rs=AOn4CLCeZr6QxKb-hE4zUSFbHQAlUrMa7g","width":336,"height":188}]},"title":{"accessibility":{"accessibilityData":{"label":"Breaking Into AI Careers: From Education Psychology to Natural Language Processing at NVIDIA by Accelerator Media 1 view 38 minutes ago 58 minutes"}},"simpleText":"Breaking Into AI Careers: From Education Psychology to Natural Language Processing at NVIDIA"},"longBylineText":{"runs":[{"text":"Accelerator Media","navigationEndpoint":{"clickTrackingParams":"CI8CEKQwGAIiEwivnJu-ocuLAxU7aHoFHcI4OqcyB3JlbGF0ZWQ=","commandMetadata":{"webCommandMetadata":{"url":"/@xceleratormedia","webPageType":"WEB_PAGE_TYPE_CHANNEL","rootVe":3611,"apiUrl":"/youtubei/v1/browse"}},"browseEndpoint":{"browseId":"UCP_rGnpCTNubRq29USIf-ZA","canonicalBaseUrl":"/@xceleratormedia"}}}]},"publishedTimeText":{"simpleText":"38 minutes ago"},"viewCountText":{"simpleText":"1 view"},"lengthText":{"accessibility":{"accessibilityData":{"label":"58 minutes, 37 seconds"}},"simpleText":"58:37"},"navigationEndpoint":{"clickTrackingParams":"CI8CEKQwGAIiEwivnJu-ocuLAxU7aHoFHcI4OqcyB3JlbGF0ZWRIt5fI7-nT7ojJAZoBBQgBEPgd","commandMetadata":{"webCommandMetadata":{"url":"/watch?v=URU4iAzacT4","webPageType":"WEB_PAGE_TYPE_WATCH","rootVe":3832}},"watchEndpoint":{"videoId":"URU4iAzacT4","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 id=511538880cda713e ip=2a02%3A27aa%3A0%3A0%3A0%3A0%3A0%3Ad49 initcwndbps=1115000 mt=1739813825 oweuc= pxtags=Cg4KAnR4Egg1MTM4OTU4Mg rxtags=Cg4KAnR4Egg1MTM4OTU4Mg%2CCg4KAnR4Egg1MTM4OTU4Mw"}}}}},"shortBylineText":{"runs":[{"text":"Accelerator Media","navigationEndpoint":{"clickTrackingParams":"CI8CEKQwGAIiEwivnJu-ocuLAxU7aHoFHcI4OqcyB3JlbGF0ZWQ=","commandMetadata":{"webCommandMetadata":{"url":"/@xceleratormedia","webPageType":"WEB_PAGE_TYPE_CHANNEL","rootVe":3611,"apiUrl":"/youtubei/v1/browse"}},"browseEndpoint":{"browseId":"UCP_rGnpCTNubRq29USIf-ZA","canonicalBaseUrl":"/@xceleratormedia"}}}]},"badges":[{"metadataBadgeRenderer":{"style":"BADGE_STYLE_TYPE_SIMPLE","label":"New","trackingParams":"CI8CEKQwGAIiEwivnJu-ocuLAxU7aHoFHcI4Oqc="}}],"channelThumbnail":{"thumbnails":[{"url":"https://yt3.ggpht.com/KOJC-EH8eM4pgcaK6g8WGQ6FxUNTazbtjET0Y-90GKlYV1rPK19HAaNOjU1sQH7xAzn8E5Oskg=s68-c-k-c0x00ffffff-no-rj","width":68,"height":68}]},"trackingParams":"CI8CEKQwGAIiEwivnJu-ocuLAxU7aHoFHcI4OqdAvuLp5oCRzopR","shortViewCountText":{"accessibility":{"accessibilityData":{"label":"1 view"}},"simpleText":"1 view"},"menu":{"menuRenderer":{"items":[{"menuServiceItemRenderer":{"text":{"runs":[{"text":"Add to queue"}]},"icon":{"iconType":"ADD_TO_QUEUE_TAIL"},"serviceEndpoint":{"clickTrackingParams":"CJQCEP6YBBgHIhMIr5ybvqHLiwMVO2h6BR3CODqn","commandMetadata":{"webCommandMetadata":{"sendPost":true}},"signalServiceEndpoint":{"signal":"CLIENT_SIGNAL","actions":[{"clickTrackingParams":"CJQCEP6YBBgHIhMIr5ybvqHLiwMVO2h6BR3CODqn","addToPlaylistCommand":{"openMiniplayer":false,"openListPanel":true,"videoId":"URU4iAzacT4","listType":"PLAYLIST_EDIT_LIST_TYPE_QUEUE","onCreateListCommand":{"clickTrackingParams":"CJQCEP6YBBgHIhMIr5ybvqHLiwMVO2h6BR3CODqn","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/playlist/create"}},"createPlaylistServiceEndpoint":{"videoIds":["URU4iAzacT4"],"params":"CAQ%3D"}},"videoIds":["URU4iAzacT4"]}},{"clickTrackingParams":"CJQCEP6YBBgHIhMIr5ybvqHLiwMVO2h6BR3CODqn","openPopupAction":{"popup":{"notificationActionRenderer":{"responseText":{"simpleText":"Added to queue"},"trackingParams":"CJUCELlqIhMIr5ybvqHLiwMVO2h6BR3CODqn"}},"popupType":"TOAST"}}]}},"trackingParams":"CJQCEP6YBBgHIhMIr5ybvqHLiwMVO2h6BR3CODqn"}},{"menuServiceItemDownloadRenderer":{"serviceEndpoint":{"clickTrackingParams":"CJMCENGqBRgIIhMIr5ybvqHLiwMVO2h6BR3CODqn","offlineVideoEndpoint":{"videoId":"URU4iAzacT4","onAddCommand":{"clickTrackingParams":"CJMCENGqBRgIIhMIr5ybvqHLiwMVO2h6BR3CODqn","getDownloadActionCommand":{"videoId":"URU4iAzacT4","params":"CAIQAA%3D%3D"}}}},"trackingParams":"CJMCENGqBRgIIhMIr5ybvqHLiwMVO2h6BR3CODqn"}},{"menuServiceItemRenderer":{"text":{"runs":[{"text":"Share"}]},"icon":{"iconType":"SHARE"},"serviceEndpoint":{"clickTrackingParams":"CI8CEKQwGAIiEwivnJu-ocuLAxU7aHoFHcI4Oqc=","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/share/get_share_panel"}},"shareEntityServiceEndpoint":{"serializedShareEntity":"CgtVUlU0aUF6YWNUNA%3D%3D","commands":[{"clickTrackingParams":"CI8CEKQwGAIiEwivnJu-ocuLAxU7aHoFHcI4Oqc=","openPopupAction":{"popup":{"unifiedSharePanelRenderer":{"trackingParams":"CJICEI5iIhMIr5ybvqHLiwMVO2h6BR3CODqn","showLoadingSpinner":true}},"popupType":"DIALOG","beReused":true}}]}},"trackingParams":"CI8CEKQwGAIiEwivnJu-ocuLAxU7aHoFHcI4Oqc=","hasSeparator":true}}],"trackingParams":"CI8CEKQwGAIiEwivnJu-ocuLAxU7aHoFHcI4Oqc=","accessibility":{"accessibilityData":{"label":"Action menu"}}}},"thumbnailOverlays":[{"thumbnailOverlayTimeStatusRenderer":{"text":{"accessibility":{"accessibilityData":{"label":"58 minutes, 37 seconds"}},"simpleText":"58:37"},"style":"DEFAULT"}},{"thumbnailOverlayToggleButtonRenderer":{"isToggled":false,"untoggledIcon":{"iconType":"WATCH_LATER"},"toggledIcon":{"iconType":"CHECK"},"untoggledTooltip":"Watch later","toggledTooltip":"Added","untoggledServiceEndpoint":{"clickTrackingParams":"CJECEPnnAxgCIhMIr5ybvqHLiwMVO2h6BR3CODqn","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/browse/edit_playlist"}},"playlistEditEndpoint":{"playlistId":"WL","actions":[{"addedVideoId":"URU4iAzacT4","action":"ACTION_ADD_VIDEO"}]}},"toggledServiceEndpoint":{"clickTrackingParams":"CJECEPnnAxgCIhMIr5ybvqHLiwMVO2h6BR3CODqn","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/browse/edit_playlist"}},"playlistEditEndpoint":{"playlistId":"WL","actions":[{"action":"ACTION_REMOVE_VIDEO_BY_VIDEO_ID","removedVideoId":"URU4iAzacT4"}]}},"untoggledAccessibility":{"accessibilityData":{"label":"Watch later"}},"toggledAccessibility":{"accessibilityData":{"label":"Added"}},"trackingParams":"CJECEPnnAxgCIhMIr5ybvqHLiwMVO2h6BR3CODqn"}},{"thumbnailOverlayToggleButtonRenderer":{"untoggledIcon":{"iconType":"ADD_TO_QUEUE_TAIL"},"toggledIcon":{"iconType":"PLAYLIST_ADD_CHECK"},"untoggledTooltip":"Add to queue","toggledTooltip":"Added","untoggledServiceEndpoint":{"clickTrackingParams":"CJACEMfsBBgDIhMIr5ybvqHLiwMVO2h6BR3CODqn","commandMetadata":{"webCommandMetadata":{"sendPost":true}},"signalServiceEndpoint":{"signal":"CLIENT_SIGNAL","actions":[{"clickTrackingParams":"CJACEMfsBBgDIhMIr5ybvqHLiwMVO2h6BR3CODqn","addToPlaylistCommand":{"openMiniplayer":false,"openListPanel":true,"videoId":"URU4iAzacT4","listType":"PLAYLIST_EDIT_LIST_TYPE_QUEUE","onCreateListCommand":{"clickTrackingParams":"CJACEMfsBBgDIhMIr5ybvqHLiwMVO2h6BR3CODqn","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/playlist/create"}},"createPlaylistServiceEndpoint":{"videoIds":["URU4iAzacT4"],"params":"CAQ%3D"}},"videoIds":["URU4iAzacT4"]}}]}},"untoggledAccessibility":{"accessibilityData":{"label":"Add to queue"}},"toggledAccessibility":{"accessibilityData":{"label":"Added"}},"trackingParams":"CJACEMfsBBgDIhMIr5ybvqHLiwMVO2h6BR3CODqn"}},{"thumbnailOverlayNowPlayingRenderer":{"text":{"runs":[{"text":"Now playing"}]}}}],"accessibility":{"accessibilityData":{"label":"Breaking Into AI Careers: From Education Psychology to Natural Language Processing at NVIDIA - 58 minutes - Go to channel - Accelerator Media - 1 view - 38 minutes ago - play video"}},"richThumbnail":{"movingThumbnailRenderer":{"movingThumbnailDetails":{"thumbnails":[{"url":"https://i.ytimg.com/an_webp/URU4iAzacT4/mqdefault_6s.webp?du=3000 sqp=CMzlzb0G rs=AOn4CLDao8Px-TFFjY0Q4gdk0l4oyjuoHQ","width":320,"height":180}],"logAsMovingThumbnail":true},"enableHoveredLogging":true,"enableOverlay":true}}}},{"compactVideoRenderer":{"videoId":"uicA_yXW9LE","thumbnail":{"thumbnails":[{"url":"https://i.ytimg.com/vi/uicA_yXW9LE/hqdefault.jpg?sqp=-oaymwEbCKgBEF5IVfKriqkDDggBFQAAiEIYAXABwAEG rs=AOn4CLD05kZqc7x76p0xy1ivCFJlNffr7w","width":168,"height":94},{"url":"https://i.ytimg.com/vi/uicA_yXW9LE/hqdefault.jpg?sqp=-oaymwEcCNACELwBSFXyq4qpAw4IARUAAIhCGAFwAcABBg== rs=AOn4CLAqDK9329cLOzzjeiMZlPk6EGocDw","width":336,"height":188}]},"title":{"accessibility":{"accessibilityData":{"label":"Lecture 13: Bayes' Nets 1 by CS188Spring2013 14,871 views 11 years ago 1 hour, 10 minutes"}},"simpleText":"Lecture 13: Bayes' Nets 1"},"longBylineText":{"runs":[{"text":"CS188Spring2013","navigationEndpoint":{"clickTrackingParams":"CIgCEKQwGAMiEwivnJu-ocuLAxU7aHoFHcI4OqcyB3JlbGF0ZWQ=","commandMetadata":{"webCommandMetadata":{"url":"/@CS188Spring2013","webPageType":"WEB_PAGE_TYPE_CHANNEL","rootVe":3611,"apiUrl":"/youtubei/v1/browse"}},"browseEndpoint":{"browseId":"UCTmAYxRV7H9NTdgC9bNixvw","canonicalBaseUrl":"/@CS188Spring2013"}}}]},"publishedTimeText":{"simpleText":"11 years ago"},"viewCountText":{"simpleText":"14,871 views"},"lengthText":{"accessibility":{"accessibilityData":{"label":"1 hour, 10 minutes, 7 seconds"}},"simpleText":"1:10:07"},"navigationEndpoint":{"clickTrackingParams":"CIgCEKQwGAMiEwivnJu-ocuLAxU7aHoFHcI4OqcyB3JlbGF0ZWRIt5fI7-nT7ojJAZoBBQgBEPgd","commandMetadata":{"webCommandMetadata":{"url":"/watch?v=uicA_yXW9LE","webPageType":"WEB_PAGE_TYPE_WATCH","rootVe":3832}},"watchEndpoint":{"videoId":"uicA_yXW9LE","nofollow":true,"watchEndpointSupportedOnesieConfig":{"html5PlaybackOnesieConfig":{"commonConfig":{"url":"https://rr4---sn-nvm-cxbz.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 id=ba2700ff25d6f4b1 ip=2a02%3A27aa%3A0%3A0%3A0%3A0%3A0%3Ad49 initcwndbps=765000 mt=1739813825 oweuc= pxtags=Cg4KAnR4Egg1MTM4OTU4Mg rxtags=Cg4KAnR4Egg1MTM4OTU4Mg%2CCg4KAnR4Egg1MTM4OTU4Mw"}}}}},"shortBylineText":{"runs":[{"text":"CS188Spring2013","navigationEndpoint":{"clickTrackingParams":"CIgCEKQwGAMiEwivnJu-ocuLAxU7aHoFHcI4OqcyB3JlbGF0ZWQ=","commandMetadata":{"webCommandMetadata":{"url":"/@CS188Spring2013","webPageType":"WEB_PAGE_TYPE_CHANNEL","rootVe":3611,"apiUrl":"/youtubei/v1/browse"}},"browseEndpoint":{"browseId":"UCTmAYxRV7H9NTdgC9bNixvw","canonicalBaseUrl":"/@CS188Spring2013"}}}]},"channelThumbnail":{"thumbnails":[{"url":"https://yt3.ggpht.com/ytc/AIdro_kAr3sRuaqt8h6Z796qtDGDTKY1qfqPwIBBr2ihAv8=s68-c-k-c0x00ffffff-no-rj","width":68,"height":68}]},"trackingParams":"CIgCEKQwGAMiEwivnJu-ocuLAxU7aHoFHcI4OqdAsenbrvKfwJO6AQ==","shortViewCountText":{"accessibility":{"accessibilityData":{"label":"14K views"}},"simpleText":"14K views"},"menu":{"menuRenderer":{"items":[{"menuServiceItemRenderer":{"text":{"runs":[{"text":"Add to queue"}]},"icon":{"iconType":"ADD_TO_QUEUE_TAIL"},"serviceEndpoint":{"clickTrackingParams":"CI0CEP6YBBgGIhMIr5ybvqHLiwMVO2h6BR3CODqn","commandMetadata":{"webCommandMetadata":{"sendPost":true}},"signalServiceEndpoint":{"signal":"CLIENT_SIGNAL","actions":[{"clickTrackingParams":"CI0CEP6YBBgGIhMIr5ybvqHLiwMVO2h6BR3CODqn","addToPlaylistCommand":{"openMiniplayer":false,"openListPanel":true,"videoId":"uicA_yXW9LE","listType":"PLAYLIST_EDIT_LIST_TYPE_QUEUE","onCreateListCommand":{"clickTrackingParams":"CI0CEP6YBBgGIhMIr5ybvqHLiwMVO2h6BR3CODqn","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/playlist/create"}},"createPlaylistServiceEndpoint":{"videoIds":["uicA_yXW9LE"],"params":"CAQ%3D"}},"videoIds":["uicA_yXW9LE"]}},{"clickTrackingParams":"CI0CEP6YBBgGIhMIr5ybvqHLiwMVO2h6BR3CODqn","openPopupAction":{"popup":{"notificationActionRenderer":{"responseText":{"simpleText":"Added to queue"},"trackingParams":"CI4CELlqIhMIr5ybvqHLiwMVO2h6BR3CODqn"}},"popupType":"TOAST"}}]}},"trackingParams":"CI0CEP6YBBgGIhMIr5ybvqHLiwMVO2h6BR3CODqn"}},{"menuServiceItemDownloadRenderer":{"serviceEndpoint":{"clickTrackingParams":"CIwCENGqBRgHIhMIr5ybvqHLiwMVO2h6BR3CODqn","offlineVideoEndpoint":{"videoId":"uicA_yXW9LE","onAddCommand":{"clickTrackingParams":"CIwCENGqBRgHIhMIr5ybvqHLiwMVO2h6BR3CODqn","getDownloadActionCommand":{"videoId":"uicA_yXW9LE","params":"CAIQAA%3D%3D"}}}},"trackingParams":"CIwCENGqBRgHIhMIr5ybvqHLiwMVO2h6BR3CODqn"}},{"menuServiceItemRenderer":{"text":{"runs":[{"text":"Share"}]},"icon":{"iconType":"SHARE"},"serviceEndpoint":{"clickTrackingParams":"CIgCEKQwGAMiEwivnJu-ocuLAxU7aHoFHcI4Oqc=","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/share/get_share_panel"}},"shareEntityServiceEndpoint":{"serializedShareEntity":"Cgt1aWNBX3lYVzlMRQ%3D%3D","commands":[{"clickTrackingParams":"CIgCEKQwGAMiEwivnJu-ocuLAxU7aHoFHcI4Oqc=","openPopupAction":{"popup":{"unifiedSharePanelRenderer":{"trackingParams":"CIsCEI5iIhMIr5ybvqHLiwMVO2h6BR3CODqn","showLoadingSpinner":true}},"popupType":"DIALOG","beReused":true}}]}},"trackingParams":"CIgCEKQwGAMiEwivnJu-ocuLAxU7aHoFHcI4Oqc=","hasSeparator":true}}],"trackingParams":"CIgCEKQwGAMiEwivnJu-ocuLAxU7aHoFHcI4Oqc=","accessibility":{"accessibilityData":{"label":"Action menu"}}}},"thumbnailOverlays":[{"thumbnailOverlayTimeStatusRenderer":{"text":{"accessibility":{"accessibilityData":{"label":"1 hour, 10 minutes, 7 seconds"}},"simpleText":"1:10:07"},"style":"DEFAULT"}},{"thumbnailOverlayToggleButtonRenderer":{"isToggled":false,"untoggledIcon":{"iconType":"WATCH_LATER"},"toggledIcon":{"iconType":"CHECK"},"untoggledTooltip":"Watch later","toggledTooltip":"Added","untoggledServiceEndpoint":{"clickTrackingParams":"CIoCEPnnAxgBIhMIr5ybvqHLiwMVO2h6BR3CODqn","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/browse/edit_playlist"}},"playlistEditEndpoint":{"playlistId":"WL","actions":[{"addedVideoId":"uicA_yXW9LE","action":"ACTION_ADD_VIDEO"}]}},"toggledServiceEndpoint":{"clickTrackingParams":"CIoCEPnnAxgBIhMIr5ybvqHLiwMVO2h6BR3CODqn","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/browse/edit_playlist"}},"playlistEditEndpoint":{"playlistId":"WL","actions":[{"action":"ACTION_REMOVE_VIDEO_BY_VIDEO_ID","removedVideoId":"uicA_yXW9LE"}]}},"untoggledAccessibility":{"accessibilityData":{"label":"Watch later"}},"toggledAccessibility":{"accessibilityData":{"label":"Added"}},"trackingParams":"CIoCEPnnAxgBIhMIr5ybvqHLiwMVO2h6BR3CODqn"}},{"thumbnailOverlayToggleButtonRenderer":{"untoggledIcon":{"iconType":"ADD_TO_QUEUE_TAIL"},"toggledIcon":{"iconType":"PLAYLIST_ADD_CHECK"},"untoggledTooltip":"Add to queue","toggledTooltip":"Added","untoggledServiceEndpoint":{"clickTrackingParams":"CIkCEMfsBBgCIhMIr5ybvqHLiwMVO2h6BR3CODqn","commandMetadata":{"webCommandMetadata":{"sendPost":true}},"signalServiceEndpoint":{"signal":"CLIENT_SIGNAL","actions":[{"clickTrackingParams":"CIkCEMfsBBgCIhMIr5ybvqHLiwMVO2h6BR3CODqn","addToPlaylistCommand":{"openMiniplayer":false,"openListPanel":true,"videoId":"uicA_yXW9LE","listType":"PLAYLIST_EDIT_LIST_TYPE_QUEUE","onCreateListCommand":{"clickTrackingParams":"CIkCEMfsBBgCIhMIr5ybvqHLiwMVO2h6BR3CODqn","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/playlist/create"}},"createPlaylistServiceEndpoint":{"videoIds":["uicA_yXW9LE"],"params":"CAQ%3D"}},"videoIds":["uicA_yXW9LE"]}}]}},"untoggledAccessibility":{"accessibilityData":{"label":"Add to queue"}},"toggledAccessibility":{"accessibilityData":{"label":"Added"}},"trackingParams":"CIkCEMfsBBgCIhMIr5ybvqHLiwMVO2h6BR3CODqn"}},{"thumbnailOverlayNowPlayingRenderer":{"text":{"runs":[{"text":"Now playing"}]}}}],"accessibility":{"accessibilityData":{"label":"Lecture 13: Bayes' Nets 1 - 1 hour, 10 minutes - Go to channel - CS188Spring2013 - 14K views - 11 years ago - play video"}},"richThumbnail":{"movingThumbnailRenderer":{"movingThumbnailDetails":{"thumbnails":[{"url":"https://i.ytimg.com/an_webp/uicA_yXW9LE/mqdefault_6s.webp?du=3000 sqp=CNuszb0G rs=AOn4CLD_-oJr0SE7zHdBLgKPaz-Q1Bd7UQ","width":320,"height":180}],"logAsMovingThumbnail":true},"enableHoveredLogging":true,"enableOverlay":true}}}},{"compactVideoRenderer":{"videoId":"_haafsCKsmY","thumbnail":{"thumbnails":[{"url":"https://i.ytimg.com/vi/_haafsCKsmY/hqdefault.jpg?sqp=-oaymwE1CKgBEF5IVfKriqkDKAgBFQAAiEIYAXABwAEG8AEB-AHQBoAC4AOKAgwIABABGF0gPShyMA8= rs=AOn4CLBmF4KabJho7NlsZnrAtdSMc3Tj3Q","width":168,"height":94},{"url":"https://i.ytimg.com/vi/_haafsCKsmY/hqdefault.jpg?sqp=-oaymwE2CNACELwBSFXyq4qpAygIARUAAIhCGAFwAcABBvABAfgB0AaAAuADigIMCAAQARhdID0ocjAP rs=AOn4CLBsii1nmOOa6j8_J7VlPrJz5wywnw","width":336,"height":188}]},"title":{"accessibility":{"accessibilityData":{"label":"Lecture 15 -- BN III: Variable Elimination by CS188Spring2013 12,111 views 11 years ago 1 hour, 16 minutes"}},"simpleText":"Lecture 15 -- BN III: Variable Elimination"},"longBylineText":{"runs":[{"text":"CS188Spring2013","navigationEndpoint":{"clickTrackingParams":"CIECEKQwGAQiEwivnJu-ocuLAxU7aHoFHcI4OqcyB3JlbGF0ZWQ=","commandMetadata":{"webCommandMetadata":{"url":"/@CS188Spring2013","webPageType":"WEB_PAGE_TYPE_CHANNEL","rootVe":3611,"apiUrl":"/youtubei/v1/browse"}},"browseEndpoint":{"browseId":"UCTmAYxRV7H9NTdgC9bNixvw","canonicalBaseUrl":"/@CS188Spring2013"}}}]},"publishedTimeText":{"simpleText":"11 years ago"},"viewCountText":{"simpleText":"12,111 views"},"lengthText":{"accessibility":{"accessibilityData":{"label":"1 hour, 16 minutes, 13 seconds"}},"simpleText":"1:16:13"},"navigationEndpoint":{"clickTrackingParams":"CIECEKQwGAQiEwivnJu-ocuLAxU7aHoFHcI4OqcyB3JlbGF0ZWRIt5fI7-nT7ojJAZoBBQgBEPgd","commandMetadata":{"webCommandMetadata":{"url":"/watch?v=_haafsCKsmY","webPageType":"WEB_PAGE_TYPE_WATCH","rootVe":3832}},"watchEndpoint":{"videoId":"_haafsCKsmY","nofollow":true,"watchEndpointSupportedOnesieConfig":{"html5PlaybackOnesieConfig":{"commonConfig":{"url":"https://rr3---sn-nvm-cxbz.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 id=fe169a7ec08ab266 ip=2a02%3A27aa%3A0%3A0%3A0%3A0%3A0%3Ad49 initcwndbps=765000 mt=1739813825 oweuc= pxtags=Cg4KAnR4Egg1MTM4OTU4Mg rxtags=Cg4KAnR4Egg1MTM4OTU4Mg%2CCg4KAnR4Egg1MTM4OTU4Mw"}}}}},"shortBylineText":{"runs":[{"text":"CS188Spring2013","navigationEndpoint":{"clickTrackingParams":"CIECEKQwGAQiEwivnJu-ocuLAxU7aHoFHcI4OqcyB3JlbGF0ZWQ=","commandMetadata":{"webCommandMetadata":{"url":"/@CS188Spring2013","webPageType":"WEB_PAGE_TYPE_CHANNEL","rootVe":3611,"apiUrl":"/youtubei/v1/browse"}},"browseEndpoint":{"browseId":"UCTmAYxRV7H9NTdgC9bNixvw","canonicalBaseUrl":"/@CS188Spring2013"}}}]},"channelThumbnail":{"thumbnails":[{"url":"https://yt3.ggpht.com/ytc/AIdro_kAr3sRuaqt8h6Z796qtDGDTKY1qfqPwIBBr2ihAv8=s68-c-k-c0x00ffffff-no-rj","width":68,"height":68}]},"trackingParams":"CIECEKQwGAQiEwivnJu-ocuLAxU7aHoFHcI4OqdA5uSqhOzPpov-AQ==","shortViewCountText":{"accessibility":{"accessibilityData":{"label":"12K views"}},"simpleText":"12K views"},"menu":{"menuRenderer":{"items":[{"menuServiceItemRenderer":{"text":{"runs":[{"text":"Add to queue"}]},"icon":{"iconType":"ADD_TO_QUEUE_TAIL"},"serviceEndpoint":{"clickTrackingParams":"CIYCEP6YBBgGIhMIr5ybvqHLiwMVO2h6BR3CODqn","commandMetadata":{"webCommandMetadata":{"sendPost":true}},"signalServiceEndpoint":{"signal":"CLIENT_SIGNAL","actions":[{"clickTrackingParams":"CIYCEP6YBBgGIhMIr5ybvqHLiwMVO2h6BR3CODqn","addToPlaylistCommand":{"openMiniplayer":false,"openListPanel":true,"videoId":"_haafsCKsmY","listType":"PLAYLIST_EDIT_LIST_TYPE_QUEUE","onCreateListCommand":{"clickTrackingParams":"CIYCEP6YBBgGIhMIr5ybvqHLiwMVO2h6BR3CODqn","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/playlist/create"}},"createPlaylistServiceEndpoint":{"videoIds":["_haafsCKsmY"],"params":"CAQ%3D"}},"videoIds":["_haafsCKsmY"]}},{"clickTrackingParams":"CIYCEP6YBBgGIhMIr5ybvqHLiwMVO2h6BR3CODqn","openPopupAction":{"popup":{"notificationActionRenderer":{"responseText":{"simpleText":"Added to queue"},"trackingParams":"CIcCELlqIhMIr5ybvqHLiwMVO2h6BR3CODqn"}},"popupType":"TOAST"}}]}},"trackingParams":"CIYCEP6YBBgGIhMIr5ybvqHLiwMVO2h6BR3CODqn"}},{"menuServiceItemDownloadRenderer":{"serviceEndpoint":{"clickTrackingParams":"CIUCENGqBRgHIhMIr5ybvqHLiwMVO2h6BR3CODqn","offlineVideoEndpoint":{"videoId":"_haafsCKsmY","onAddCommand":{"clickTrackingParams":"CIUCENGqBRgHIhMIr5ybvqHLiwMVO2h6BR3CODqn","getDownloadActionCommand":{"videoId":"_haafsCKsmY","params":"CAIQAA%3D%3D"}}}},"trackingParams":"CIUCENGqBRgHIhMIr5ybvqHLiwMVO2h6BR3CODqn"}},{"menuServiceItemRenderer":{"text":{"runs":[{"text":"Share"}]},"icon":{"iconType":"SHARE"},"serviceEndpoint":{"clickTrackingParams":"CIECEKQwGAQiEwivnJu-ocuLAxU7aHoFHcI4Oqc=","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/share/get_share_panel"}},"shareEntityServiceEndpoint":{"serializedShareEntity":"CgtfaGFhZnNDS3NtWQ%3D%3D","commands":[{"clickTrackingParams":"CIECEKQwGAQiEwivnJu-ocuLAxU7aHoFHcI4Oqc=","openPopupAction":{"popup":{"unifiedSharePanelRenderer":{"trackingParams":"CIQCEI5iIhMIr5ybvqHLiwMVO2h6BR3CODqn","showLoadingSpinner":true}},"popupType":"DIALOG","beReused":true}}]}},"trackingParams":"CIECEKQwGAQiEwivnJu-ocuLAxU7aHoFHcI4Oqc=","hasSeparator":true}}],"trackingParams":"CIECEKQwGAQiEwivnJu-ocuLAxU7aHoFHcI4Oqc=","accessibility":{"accessibilityData":{"label":"Action menu"}}}},"thumbnailOverlays":[{"thumbnailOverlayTimeStatusRenderer":{"text":{"accessibility":{"accessibilityData":{"label":"1 hour, 16 minutes, 13 seconds"}},"simpleText":"1:16:13"},"style":"DEFAULT"}},{"thumbnailOverlayToggleButtonRenderer":{"isToggled":false,"untoggledIcon":{"iconType":"WATCH_LATER"},"toggledIcon":{"iconType":"CHECK"},"untoggledTooltip":"Watch later","toggledTooltip":"Added","untoggledServiceEndpoint":{"clickTrackingParams":"CIMCEPnnAxgBIhMIr5ybvqHLiwMVO2h6BR3CODqn","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/browse/edit_playlist"}},"playlistEditEndpoint":{"playlistId":"WL","actions":[{"addedVideoId":"_haafsCKsmY","action":"ACTION_ADD_VIDEO"}]}},"toggledServiceEndpoint":{"clickTrackingParams":"CIMCEPnnAxgBIhMIr5ybvqHLiwMVO2h6BR3CODqn","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/browse/edit_playlist"}},"playlistEditEndpoint":{"playlistId":"WL","actions":[{"action":"ACTION_REMOVE_VIDEO_BY_VIDEO_ID","removedVideoId":"_haafsCKsmY"}]}},"untoggledAccessibility":{"accessibilityData":{"label":"Watch later"}},"toggledAccessibility":{"accessibilityData":{"label":"Added"}},"trackingParams":"CIMCEPnnAxgBIhMIr5ybvqHLiwMVO2h6BR3CODqn"}},{"thumbnailOverlayToggleButtonRenderer":{"untoggledIcon":{"iconType":"ADD_TO_QUEUE_TAIL"},"toggledIcon":{"iconType":"PLAYLIST_ADD_CHECK"},"untoggledTooltip":"Add to queue","toggledTooltip":"Added","untoggledServiceEndpoint":{"clickTrackingParams":"CIICEMfsBBgCIhMIr5ybvqHLiwMVO2h6BR3CODqn","commandMetadata":{"webCommandMetadata":{"sendPost":true}},"signalServiceEndpoint":{"signal":"CLIENT_SIGNAL","actions":[{"clickTrackingParams":"CIICEMfsBBgCIhMIr5ybvqHLiwMVO2h6BR3CODqn","addToPlaylistCommand":{"openMiniplayer":false,"openListPanel":true,"videoId":"_haafsCKsmY","listType":"PLAYLIST_EDIT_LIST_TYPE_QUEUE","onCreateListCommand":{"clickTrackingParams":"CIICEMfsBBgCIhMIr5ybvqHLiwMVO2h6BR3CODqn","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/playlist/create"}},"createPlaylistServiceEndpoint":{"videoIds":["_haafsCKsmY"],"params":"CAQ%3D"}},"videoIds":["_haafsCKsmY"]}}]}},"untoggledAccessibility":{"accessibilityData":{"label":"Add to queue"}},"toggledAccessibility":{"accessibilityData":{"label":"Added"}},"trackingParams":"CIICEMfsBBgCIhMIr5ybvqHLiwMVO2h6BR3CODqn"}},{"thumbnailOverlayNowPlayingRenderer":{"text":{"runs":[{"text":"Now playing"}]}}}],"accessibility":{"accessibilityData":{"label":"Lecture 15 -- BN III: Variable Elimination - 1 hour, 16 minutes - Go to channel - CS188Spring2013 - 12K views - 11 years ago - play video"}},"richThumbnail":{"movingThumbnailRenderer":{"movingThumbnailDetails":{"thumbnails":[{"url":"https://i.ytimg.com/an_webp/_haafsCKsmY/mqdefault_6s.webp?du=3000 sqp=CKDLzb0G rs=AOn4CLC13xw-Ae1UIy2lr9TDBTautUYVhQ","width":320,"height":180}],"logAsMovingThumbnail":true},"enableHoveredLogging":true,"enableOverlay":true}}}},{"lockupViewModel":{"contentImage":{"collectionThumbnailViewModel":{"primaryThumbnail":{"thumbnailViewModel":{"image":{"sources":[{"url":"https://i.ytimg.com/vi/pTVgvpizTCk/hqdefault.jpg?sqp=-oaymwEWCKgBEF5IWvKriqkDCQgBFQAAiEIYAQ== rs=AOn4CLDHpgo4iY_1kBHZfVIpt8V0oJaGEQ","width":168,"height":94},{"url":"https://i.ytimg.com/vi/pTVgvpizTCk/hqdefault.jpg?sqp=-oaymwEXCNACELwBSFryq4qpAwkIARUAAIhCGAE= rs=AOn4CLDSFptFG16lEXhN82riDyHYsnpayg","width":336,"height":188}]},"overlays":[{"thumbnailOverlayBadgeViewModel":{"thumbnailBadges":[{"thumbnailBadgeViewModel":{"icon":{"sources":[{"clientResource":{"imageName":"PLAYLISTS"}}]},"text":"172 videos","badgeStyle":"THUMBNAIL_OVERLAY_BADGE_STYLE_DEFAULT","backgroundColor":{"lightTheme":1386010,"darkTheme":1386010}}}],"position":"THUMBNAIL_OVERLAY_BADGE_POSITION_BOTTOM_END"}},{"thumbnailHoverOverlayViewModel":{"icon":{"sources":[{"clientResource":{"imageName":"PLAY_ALL"}}]},"text":{"content":"Play all","styleRuns":[{"startIndex":0,"length":8}]},"style":"THUMBNAIL_HOVER_OVERLAY_STYLE_COVER"}}],"backgroundColor":{"lightTheme":2309931,"darkTheme":2309931}}},"stackColor":{"lightTheme":7051639,"darkTheme":7375991}}},"metadata":{"lockupMetadataViewModel":{"title":{"content":"Square Roots and Powers and Exponents"},"metadata":{"contentMetadataViewModel":{"metadataRows":[{"metadataParts":[{"text":{"content":"TabletClass Math

#############################

New on site