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00. slides - decision trees.pdf
18.68MB
00. slides - overfitting.pdf
2.81MB
01. You, This Course, and Us.mp4
56.36MB
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02. Planting the seed - What are Decision Trees.mp4
58.93MB
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03. Growing the Tree - Decision Tree Learning.mp4
73.23MB
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04. Branching out - Information Gain.mp4
91.73MB
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05. Decision Tree Algorithms.mp4
27.74MB
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06. Installing Python - Anaconda and Pip.mp4
54.39MB
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07. Back to Basics : Numpy in Python.mp4
54.48MB
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08. Back to Basics : Numpy and Scipy in Python.mp4
39.07MB
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09. Titanic : Decision Trees predict Survival (Kaggle) - I.mp4
72.51MB
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10. Titanic : Decision Trees predict Survival (Kaggle) - II.mp4
63.81MB
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11. Titanic : Decision Trees predict Survival (Kaggle) - III.mp4
49.83MB
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12. Overfitting - The Bane of Machine Learning.mp4
66.33MB
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13. Overfitting Continued.mp4
37.94MB
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14. Cross-Validation.mp4
54.02MB
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15. Simplicity is a virtue - Regularization.mp4
20.7MB
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16. The Wisdom Of Crowds - Ensemble Learning.mp4
50.54MB
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17. Ensemble Learning continued - Bagging, Boosting and Stacking.mp4
65.52MB
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18. Random Forests - Much more than trees.mp4
46.78MB
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19. Back on the Titanic - Cross Validation and Random Forests.mp4
98.1MB
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DecisionTree-Drill-Python2.py
12.3KB
DecisionTree-Drill-Python3.py
12.19KB
RandomForest-Python2.py
17.48KB
RandomForest-Python3.py
17.48KB
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