CPSC 340 Exploratory Data Analysis
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CPSC 340: Machine Learning and Data Mining taught at the University of British Columbia in 2018. • Slides for this lecture at https://github.com/UBC-CS/cpsc340/blo... • Camera operated by Tanner Johnson. Based on original course materials created by Mark Schmidt. • Note: there is an issue with the lighting in this video. It is fixed in subsequent videos. • 0:00 steps of ML • 2:30 what does data look like? • 4:25 types of features • 11:45 text data • 16:25 images • 21:40 data cleaning • 23:20 how much data? • 25:35 feature aggregation • 27:15 feature selection • 30:30 feature transformation • 33:50 summary statistics • 40:35 visualization • 45:55 meta-discussion • 46:38 summary
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