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01 Get Started/001 Outline and Motivation.mp4
7.19MB
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01 Get Started/002 Where to get the Code and Data.mp4
3.35MB
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01 Get Started/003 All Data is the Same.mp4
5.24MB
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01 Get Started/004 Plug-and-Play.mp4
3.5MB
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02 Bias-Variance Trade-Off/005 Bias-Variance Key Terms.mp4
10.23MB
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02 Bias-Variance Trade-Off/006 Bias-Variance Trade-Off.mp4
4.89MB
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02 Bias-Variance Trade-Off/007 Bias-Variance Decomposition.mp4
5.37MB
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02 Bias-Variance Trade-Off/008 Polynomial Regression Demo.mp4
41.75MB
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02 Bias-Variance Trade-Off/009 K-Nearest Neighbor and Decision Tree Demo.mp4
13.86MB
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02 Bias-Variance Trade-Off/010 Cross-Validation as a Method for Optimizing Model Complexity.mp4
6.97MB
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03 Bootstrap Estimates and Bagging/011 Bootstrap Estimation.mp4
15.17MB
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03 Bootstrap Estimates and Bagging/012 Bootstrap Demo.mp4
10.95MB
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03 Bootstrap Estimates and Bagging/013 Bagging.mp4
3.92MB
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03 Bootstrap Estimates and Bagging/014 Bagging Regression Trees.mp4
15.87MB
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03 Bootstrap Estimates and Bagging/015 Bagging Classification Trees.mp4
20.31MB
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03 Bootstrap Estimates and Bagging/016 Stacking.mp4
6.07MB
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04 Random Forest/017 Random Forest Algorithm.mp4
14.42MB
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04 Random Forest/018 Random Forest Regressor.mp4
14.89MB
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04 Random Forest/019 Random Forest Classifier.mp4
12.58MB
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04 Random Forest/020 Random Forest vs Bagging Trees.mp4
7.82MB
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04 Random Forest/021 Implementing a Not as Random Forest.mp4
8.69MB
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04 Random Forest/022 Connection to Deep Learning Dropout.mp4
4.22MB
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05 AdaBoost/023 AdaBoost Algorithm.mp4
10.88MB
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05 AdaBoost/024 Additive Modeling.mp4
2.78MB
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05 AdaBoost/025 AdaBoost Loss Function Exponential Loss.mp4
11.18MB
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05 AdaBoost/026 AdaBoost Implementation.mp4
15.78MB
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05 AdaBoost/027 Comparison to Stacking.mp4
5.44MB
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05 AdaBoost/028 Connection to Deep Learning.mp4
6.03MB
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05 AdaBoost/029 Summary and Whats Next.mp4
7.37MB
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06 Appendix/030 Confidence Intervals.mp4
15.81MB
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06 Appendix/031 How to install Numpy Scipy Matplotlib Pandas IPython Theano and TensorFlow.mp4
43.92MB
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06 Appendix/032 How to Code by Yourself part 1.mp4
24.53MB
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06 Appendix/033 How to Code by Yourself part 2.mp4
14.8MB
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06 Appendix/034 BONUS Where to get Udemy coupons and FREE deep learning material.mp4
4.02MB
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[FreeTutorials.Us].txt
75B
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