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Byte-Sized-Chunks: Decision Trees and Random Forests
Decision Fatigue, And Decision Trees
You, This Course, and Us! (2:02)
Planting the seed - What are Decision Trees? (17:00)
Growing the Tree - Decision Tree Learning (18:03)
Branching out - Information Gain (18:51)
Decision Tree Algorithms (7:50)
Installing Python - Anaconda and Pip (9:00)
Back to Basics : Numpy in Python (18:06)
Back to Basics : Numpy and Scipy in Python (14:19)
Titanic : Decision Trees predict Survival (Kaggle) - I (19:21)
Titanic : Decision Trees predict Survival (Kaggle) - II (14:16)
Titanic : Decision Trees predict Survival (Kaggle) - III (13:00)
A Few Useful Things to Know About Overfitting
Overfitting - The Bane of Machine Learning (19:03)
Overfitting Continued (11:19)
Cross-Validation (18:55)
Simplicity is a virtue - Regularization (7:18)
The Wisdom Of Crowds - Ensemble Learning (16:39)
Ensemble Learning continued - Bagging, Boosting and Stacking (18:02)
Random Forests
Random Forests - Much more than trees (12:28)
Back on the Titanic - Cross Validation and Random Forests (20:03)
Cross-Validation
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