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[FreeCourseSite com] Udemy - Deep Learning GANs and Variational Autoencoders
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Torrent Files List
1. Introduction and Outline (Size: 1.19 GB) (Files: 109)
1. Introduction and Outline
1. Welcome.mp4
1. Welcome.vtt
2. Where does this course fit into your deep learning studies.mp4
2. Where does this course fit into your deep learning studies.vtt
3. Where to get the code and data.mp4
3. Where to get the code and data.vtt
4. How to succeed in this course.mp4
4. How to succeed in this course.vtt
2. Generative Modeling Review
1. What does it mean to Sample.mp4
1. What does it mean to Sample.vtt
2. Sampling Demo Bayes Classifier.mp4
2. Sampling Demo Bayes Classifier.vtt
3. Gaussian Mixture Model Review.mp4
3. Gaussian Mixture Model Review.vtt
4. Sampling Demo Bayes Classifier with GMM.mp4
4. Sampling Demo Bayes Classifier with GMM.vtt
5. Why do we care about generating samples.mp4
5. Why do we care about generating samples.vtt
6. Neural Network and Autoencoder Review.mp4
6. Neural Network and Autoencoder Review.vtt
7. Tensorflow Warmup.mp4
7. Tensorflow Warmup.vtt
8. Theano Warmup.mp4
8. Theano Warmup.vtt
3. Variational Autoencoders
1. Variational Autoencoders Section Introduction.mp4
1. Variational Autoencoders Section Introduction.vtt
10. Theano Implementation.mp4
10. Theano Implementation.vtt
11. Visualizing the Latent Space.mp4
11. Visualizing the Latent Space.vtt
12. Bayesian Perspective.mp4
12. Bayesian Perspective.vtt
13. Variational Autoencoder Section Summary.mp4
13. Variational Autoencoder Section Summary.vtt
2. Variational Autoencoder Architecture.mp4
2. Variational Autoencoder Architecture.vtt
3. Parameterizing a Gaussian with a Neural Network.mp4
3. Parameterizing a Gaussian with a Neural Network.vtt
4. The Latent Space, Predictive Distributions and Samples.mp4
4. The Latent Space, Predictive Distributions and Samples.vtt
5. Cost Function.mp4
5. Cost Function.vtt
6. Tensorflow Implementation (pt 1).mp4
6. Tensorflow Implementation (pt 1).vtt
7. Tensorflow Implementation (pt 2).mp4
7. Tensorflow Implementation (pt 2).vtt
8. Tensorflow Implementation (pt 3).mp4
8. Tensorflow Implementation (pt 3).vtt
9. The Reparameterization Trick.mp4
9. The Reparameterization Trick.vtt
4. Generative Adversarial Networks (GANs)
1. GAN - Basic Principles.mp4
1. GAN - Basic Principles.vtt
10. Theano Implementation.mp4
10. Theano Implementation.vtt
11. GAN Summary.mp4
11. GAN Summary.vtt
2. GAN Cost Function (pt 1).mp4
2. GAN Cost Function (pt 1).vtt
3. GAN Cost Function (pt 2).mp4
3. GAN Cost Function (pt 2).vtt
4. DCGAN.mp4
4. DCGAN.vtt
5. Batch Normalization Review.mp4
5. Batch Normalization Review.vtt
6. Fractionally-Strided Convolution.mp4
6. Fractionally-Strided Convolution.vtt
7. Tensorflow Implementation Notes.mp4
7. Tensorflow Implementation Notes.vtt
8. Tensorflow Implementation.mp4
8. Tensorflow Implementation.vtt
9. Theano Implementation Notes.mp4
9. Theano Implementation Notes.vtt
5. Theano and Tensorflow Basics Review
1. (Review) Theano Basics.mp4
1. (Review) Theano Basics.vtt
2. (Review) Theano Neural Network in Code.mp4
2. (Review) Theano Neural Network in Code.vtt
3. (Review) Tensorflow Basics.mp4
3. (Review) Tensorflow Basics.vtt
4. (Review) Tensorflow Neural Network in Code.mp4
4. (Review) Tensorflow Neural Network in Code.vtt
6. Appendix
1. What is the Appendix.mp4
1. What is the Appendix.vtt
10. Python 2 vs Python 3.mp4
10. Python 2 vs Python 3.vtt
11. Is Theano Dead.mp4
11. Is Theano Dead.vtt
12. What order should I take your courses in (part 1).mp4
12. What order should I take your courses in (part 1).vtt
13. What order should I take your courses in (part 2).mp4
13. What order should I take your courses in (part 2).vtt
2. Windows-Focused Environment Setup 2018.mp4
2. Windows-Focused Environment Setup 2018.vtt
3. How to How to install Numpy, Theano, Tensorflow, etc....mp4
3. How to How to install Numpy, Theano, Tensorflow, etc....vtt
4. How to Succeed in this Course (Long Version).mp4
4. How to Succeed in this Course (Long Version).vtt
5. How to Code by Yourself (part 1).mp4
5. How to Code by Yourself (part 1).vtt
6. How to Code by Yourself (part 2).mp4
6. How to Code by Yourself (part 2).vtt
7. Proof that using Jupyter Notebook is the same as not using it.mp4
7. Proof that using Jupyter Notebook is the same as not using it.vtt
8. Is this for Beginners or Experts Academic or Practical Fast or slow-paced.mp4
8. Is this for Beginners or Experts Academic or Practical Fast or slow-paced.vtt
9. Where to get discount coupons and FREE deep learning material.mp4
9. Where to get discount coupons and FREE deep learning material.vtt
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