XGBoost in Python from Start to Finish
Автор: StatQuest with Josh Starmer
Загружено: 2020-08-01
Просмотров: 269027
NOTE: You can support StatQuest by purchasing the Jupyter Notebook and Python code seen in this video here: https://statquest.gumroad.com/l/uroxo
NOTE: This StatQuest assumes that you are already familiar with:
XGBoost for Regression: • XGBoost Part 1 (of 4): Regression
XGBoost for Classification: • XGBoost Part 2 (of 4): Classification
XGBoost: Crazy Cool Optimizations: • XGBoost Part 4 (of 4): Crazy Cool Optimiza...
Regularization: • Regularization Part 1: Ridge (L2) Regression
Cross Validation: • Machine Learning Fundamentals: Cross Valid...
Confusion Matrices: • Machine Learning Fundamentals: The Confusi...
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https://statquest.org/video-index/
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0:00 Awesome song and introduction
2:56 Import Modules
4:34 Import Data
13:43 Missing Data Part 1: Identifying
18:37 Missing Data Part 2: Dealing with it
24:03 Format Data Part 1: X and y
25:55 Format Data Part 2: One-Hot Encoding
33:25 XGBoost - Missing Data and One-Hot Encoding
36:43 Build a Preliminary XGBoost Model
45:01 Optimize Parameters with Cross Validation (GridSearchCV)
49:44 Build and Draw Final XGBoost Model
#StatQuest #ML #XGBoost
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