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01 Start Here/quizzes/001 Easy first quiz.html
2.43KB
01 Start Here/001 Introduction and Outline.mp4
7.52MB
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01 Start Here/002 How to Succeed in this Course.mp4
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01 Start Here/003 Review of the classification problem.mp4
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01 Start Here/004 Introduction to the E-Commerce Course Project.mp4
14.79MB
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02 Basics What is linear classification Whats the relation to neural networks/005 Linear Classification.mp4
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02 Basics What is linear classification Whats the relation to neural networks/006 Biological inspiration - the neuron.mp4
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02 Basics What is linear classification Whats the relation to neural networks/007 How do we calculate the output of a neuron logistic classifier - Theory.mp4
7.48MB
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02 Basics What is linear classification Whats the relation to neural networks/008 How do we calculate the output of a neuron logistic classifier - Code.mp4
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02 Basics What is linear classification Whats the relation to neural networks/009 E-Commerce Course Project Pre-Processing the Data.mp4
11.16MB
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02 Basics What is linear classification Whats the relation to neural networks/010 E-Commerce Course Project Making Predictions.mp4
5.7MB
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03 Solving for the optimal weights/011 A closed-form solution to the Bayes classifier.mp4
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03 Solving for the optimal weights/012 What do all these symbols mean X Y N D L J PY1X etc..mp4
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03 Solving for the optimal weights/013 The cross-entropy error function - Theory.mp4
4.49MB
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03 Solving for the optimal weights/014 The cross-entropy error function - Code.mp4
9.1MB
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03 Solving for the optimal weights/015 Visualizing the linear discriminant Bayes classifier Gaussian clouds.mp4
5.27MB
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03 Solving for the optimal weights/016 Maximizing the likelihood.mp4
12.67MB
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03 Solving for the optimal weights/017 Updating the weights using gradient descent - Theory.mp4
9.35MB
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03 Solving for the optimal weights/018 Updating the weights using gradient descent - Code.mp4
7.25MB
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03 Solving for the optimal weights/019 E-Commerce Course Project Training the Logistic Model.mp4
17.06MB
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04 Practical concerns/020 Interpreting the Weights.mp4
6.34MB
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04 Practical concerns/021 L2 Regularization - Theory.mp4
14.7MB
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04 Practical concerns/022 L2 Regularization - Code.mp4
4.46MB
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04 Practical concerns/023 L1 Regularization - Theory.mp4
4.42MB
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04 Practical concerns/024 L1 Regularization - Code.mp4
12.01MB
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04 Practical concerns/025 L1 vs L2 Regularization.mp4
4.8MB
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04 Practical concerns/026 The donut problem.mp4
24.68MB
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04 Practical concerns/027 The XOR problem.mp4
14.2MB
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05 Checkpoint and applications How to make sure you know your stuff/028 BONUS Sentiment Analysis.mp4
11.4MB
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05 Checkpoint and applications How to make sure you know your stuff/029 BONUS Where to get Udemy coupons and FREE deep learning material.mp4
4.02MB
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05 Checkpoint and applications How to make sure you know your stuff/030 BONUS Exercises how to get good at this.mp4
5.26MB
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06 Project Facial Expression Recognition/031 Facial Expression Recognition Problem Description.mp4
21.43MB
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06 Project Facial Expression Recognition/032 The class imbalance problem.mp4
10.11MB
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06 Project Facial Expression Recognition/033 Utilities walkthrough.mp4
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06 Project Facial Expression Recognition/034 Facial Expression Recognition in Code.mp4
24.04MB
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07 Appendix/035 Gradient Descent Tutorial.mp4
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07 Appendix/036 How to install Numpy Scipy Matplotlib Pandas IPython Theano and TensorFlow.mp4
43.92MB
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07 Appendix/037 How to Code by Yourself part 1.mp4
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07 Appendix/038 How to Code by Yourself part 2.mp4
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[FreeTutorials.Us].txt
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