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Learn how to do feature engineering for tabular data like a Kaggle Grandmaster and get high-performance machine learning models.
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0:00 Intro
1:38 The One Question To Ask Yourself
2:40 Credit Card Fraud Examples
6:34 Brief Info On Categorical Features
7:23 Time Series Feature Engineering
11:53 An Extremely Valuable Exercise To Improve Feature Engineering Skills
18:18 An Useful Feature Engineering Guide and Library in Python
19:21 Spatial Feature Engineering
20:12 Graph-based Feature Engineering
Links:
Facebook Competition: www.kaggle.com/c/facebook-rec...
Small Yellow Duck Solution: small-yellow-duck.github.io/au...
www.kaggle.com/c/facebook-rec...
FeatureTools: featuretools.alteryx.com/en/s...
Kazuki Onodera Instacart Solution: github.com/KazukiOnodera/Inst...
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