00:00 Welcome and some words on data cleaning
01:21 Cleaning irrelevant columns
01:43 Cleaning categorical column values
02:27 Cleaning missing values
13:08 Dealing with outliers
17:17 Data has a surprise for us
17:57 Dealing with unexpected data issues
21:10 Going forward
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Courses & resources
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📙 Fundamentals of Deep Learning in 25 pages
🤖 Deep Learning 101 with Python and Keras (FREE)
🏃♀️ Data Science Kick-starter mini-course (FREE)
🐼 Pandas cheat sheet (FREE)
📝 NNs hyperparameters cheat sheet (FREE)