Filename | Size |
| 1. Introduction/1. Introduction + Course Structure + Demo.mp4 | 156.8 MB |
| 1. Introduction/1. Introduction + Course Structure + Demo.vtt | 19.2 KB |
| 1. Introduction/2. Your Three Best Resources.mp4 | 143.3 MB |
| 1. Introduction/2. Your Three Best Resources.vtt | 11.8 KB |
| 1. Introduction/3. Download the Resources here.html | 3 KB |
| 1. Introduction/4. Meet your instructors!.html | 723 B |
| 10. Step 9 - Reinforcement Learning/1. Welcome to Step 9 - Reinforcement Learning.html | 424 B |
| 10. Step 9 - Reinforcement Learning/2. What is Reinforcement Learning.mp4 | 68.6 MB |
| 10. Step 9 - Reinforcement Learning/2. What is Reinforcement Learning.vtt | 16 KB |
| 10. Step 9 - Reinforcement Learning/3. A Pseudo Implementation of Reinforcement Learning for the Full World Model.mp4 | 154.3 MB |
| 10. Step 9 - Reinforcement Learning/3. A Pseudo Implementation of Reinforcement Learning for the Full World Model.vtt | 23.5 KB |
| 10. Step 9 - Reinforcement Learning/4. Full Code Section.html | 393 B |
| 11. Step 10 - Deep NeuroEvolution/1. Welcome to Step 10 - Deep NeuroEvolution.html | 1.1 KB |
| 2. Step 1 - Artificial Neural Network/1. Welcome to Step 1 - Artificial Neural Network.html | 605 B |
| 2. Step 1 - Artificial Neural Network/2. Plan of Attack.mp4 | 11.9 MB |
| 2. Step 1 - Artificial Neural Network/2. Plan of Attack.vtt | 3.5 KB |
| 2. Step 1 - Artificial Neural Network/3. The Neuron.mp4 | 98.8 MB |
| 2. Step 1 - Artificial Neural Network/3. The Neuron.vtt | 21.6 KB |
| 2. Step 1 - Artificial Neural Network/4. The Activation Function.mp4 | 45.4 MB |
| 2. Step 1 - Artificial Neural Network/4. The Activation Function.vtt | 10.4 KB |
| 2. Step 1 - Artificial Neural Network/5. How do Neural Networks work.mp4 | 81.9 MB |
| 2. Step 1 - Artificial Neural Network/5. How do Neural Networks work.vtt | 16.8 KB |
| 2. Step 1 - Artificial Neural Network/6. How do Neural Networks learn.mp4 | 112.1 MB |
| 2. Step 1 - Artificial Neural Network/6. How do Neural Networks learn.vtt | 16.5 KB |
| 2. Step 1 - Artificial Neural Network/7. Gradient Descent.mp4 | 60.6 MB |
| 2. Step 1 - Artificial Neural Network/7. Gradient Descent.vtt | 12.3 KB |
| 2. Step 1 - Artificial Neural Network/8. Stochastic Gradient Descent.mp4 | 67.3 MB |
| 2. Step 1 - Artificial Neural Network/8. Stochastic Gradient Descent.vtt | 10.8 KB |
| 2. Step 1 - Artificial Neural Network/9. Backpropagation.mp4 | 43.1 MB |
| 2. Step 1 - Artificial Neural Network/9. Backpropagation.vtt | 6.4 KB |
| 3. Step 2 - Convolutional Neural Network/1. Welcome to Step 2 - Convolutional Neural Network.html | 430 B |
| 3. Step 2 - Convolutional Neural Network/10. Softmax & Cross-Entropy.mp4 | 118 MB |
| 3. Step 2 - Convolutional Neural Network/10. Softmax & Cross-Entropy.vtt | 22.1 KB |
| 3. Step 2 - Convolutional Neural Network/2. Plan of Attack.mp4 | 15.8 MB |
| 3. Step 2 - Convolutional Neural Network/2. Plan of Attack.vtt | 4.7 KB |
| 3. Step 2 - Convolutional Neural Network/3. What are Convolutional Neural Networks.mp4 | 108 MB |
| 3. Step 2 - Convolutional Neural Network/3. What are Convolutional Neural Networks.vtt | 19.4 KB |
| 3. Step 2 - Convolutional Neural Network/4. Step 1 - The Convolution Operation.mp4 | 97.9 MB |
| 3. Step 2 - Convolutional Neural Network/4. Step 1 - The Convolution Operation.vtt | 20.4 KB |
| 3. Step 2 - Convolutional Neural Network/5. Step 1 Bis - The ReLU Layer.mp4 | 53.4 MB |
| 3. Step 2 - Convolutional Neural Network/5. Step 1 Bis - The ReLU Layer.vtt | 8.2 KB |
| 3. Step 2 - Convolutional Neural Network/6. Step 2 - Pooling.mp4 | 140.2 MB |
| 3. Step 2 - Convolutional Neural Network/6. Step 2 - Pooling.vtt | 18.4 KB |
| 3. Step 2 - Convolutional Neural Network/7. Step 3 - Flattening.mp4 | 7.9 MB |
| 3. Step 2 - Convolutional Neural Network/7. Step 3 - Flattening.vtt | 2.3 KB |
| 3. Step 2 - Convolutional Neural Network/8. Step 4 - Full Connection.mp4 | 194.3 MB |
| 3. Step 2 - Convolutional Neural Network/8. Step 4 - Full Connection.vtt | 25 KB |
| 3. Step 2 - Convolutional Neural Network/9. Summary.mp4 | 30.3 MB |
| 3. Step 2 - Convolutional Neural Network/9. Summary.vtt | 5.4 KB |
| 4. Step 3 - AutoEncoder/1. Welcome to Step 3 - AutoEncoder.html | 418 B |
| 4. Step 3 - AutoEncoder/10. Stacked AutoEncoders.mp4 | 16.4 MB |
| 4. Step 3 - AutoEncoder/10. Stacked AutoEncoders.vtt | 2.1 KB |
| 4. Step 3 - AutoEncoder/11. Deep AutoEncoders.mp4 | 12 MB |
| 4. Step 3 - AutoEncoder/11. Deep AutoEncoders.vtt | 2.4 KB |
| 4. Step 3 - AutoEncoder/2. Plan of Attack.mp4 | 11.8 MB |
| 4. Step 3 - AutoEncoder/2. Plan of Attack.vtt | 2.9 KB |
| 4. Step 3 - AutoEncoder/3. What are AutoEncoders.mp4 | 94.6 MB |
| 4. Step 3 - AutoEncoder/3. What are AutoEncoders.vtt | 14.3 KB |
| 4. Step 3 - AutoEncoder/4. A Note on Biases.mp4 | 8.6 MB |
| 4. Step 3 - AutoEncoder/4. A Note on Biases.vtt | 1.8 KB |
| 4. Step 3 - AutoEncoder/5. Training an AutoEncoder.mp4 | 50.3 MB |
| 4. Step 3 - AutoEncoder/5. Training an AutoEncoder.vtt | 8.4 KB |
| 4. Step 3 - AutoEncoder/6. Overcomplete Hidden Layers.mp4 | 28.1 MB |
| 4. Step 3 - AutoEncoder/6. Overcomplete Hidden Layers.vtt | 5 KB |
| 4. Step 3 - AutoEncoder/7. Sparse AutoEncoders.mp4 | 57.5 MB |
| 4. Step 3 - AutoEncoder/7. Sparse AutoEncoders.vtt | 7.8 KB |
| 4. Step 3 - AutoEncoder/8. Denoising AutoEncoders.mp4 | 24.1 MB |
| 4. Step 3 - AutoEncoder/8. Denoising AutoEncoders.vtt | 3.2 KB |
| 4. Step 3 - AutoEncoder/9. Contractive AutoEncoders.mp4 | 20.6 MB |
| 4. Step 3 - AutoEncoder/9. Contractive AutoEncoders.vtt | 3.1 KB |
| 5. Step 4 - Variational AutoEncoder/1. Welcome to Step 4 - Variational AutoEncoder.html | 423 B |
| 5. Step 4 - Variational AutoEncoder/2. Introduction to the VAE.mp4 | 103.7 MB |
| 5. Step 4 - Variational AutoEncoder/2. Introduction to the VAE.vtt | 9.7 KB |
| 5. Step 4 - Variational AutoEncoder/3. Variational AutoEncoders.mp4 | 26.3 MB |
| 5. Step 4 - Variational AutoEncoder/3. Variational AutoEncoders.vtt | 5.4 KB |
| 5. Step 4 - Variational AutoEncoder/4. Reparameterization Trick.mp4 | 26.4 MB |
| 5. Step 4 - Variational AutoEncoder/4. Reparameterization Trick.vtt | 5.8 KB |
| 6. Step 5 - Implementing the CNN-VAE/1. Welcome to Step 5 - Implementing the CNN-VAE.html | 2.3 KB |
| 6. Step 5 - Implementing the CNN-VAE/2. Introduction to Step 5.mp4 | 58.9 MB |
| 6. Step 5 - Implementing the CNN-VAE/2. Introduction to Step 5.vtt | 9.4 KB |
| 6. Step 5 - Implementing the CNN-VAE/3. Initializing all the parameters and variables of the CNN-VAE class.mp4 | 71.7 MB |
| 6. Step 5 - Implementing the CNN-VAE/3. Initializing all the parameters and variables of the CNN-VAE class.vtt | 14.9 KB |
| 6. Step 5 - Implementing the CNN-VAE/4. Building the Encoder part of the VAE.mp4 | 133.7 MB |
| 6. Step 5 - Implementing the CNN-VAE/4. Building the Encoder part of the VAE.vtt | 22.8 KB |
| 6. Step 5 - Implementing the CNN-VAE/5. Building the V part of the VAE.mp4 | 80.3 MB |
| 6. Step 5 - Implementing the CNN-VAE/5. Building the V part of the VAE.vtt | 11.8 KB |
| 6. Step 5 - Implementing the CNN-VAE/6. Building the Decoder part of the VAE.mp4 | 92.9 MB |
| 6. Step 5 - Implementing the CNN-VAE/6. Building the Decoder part of the VAE.vtt | 11.4 KB |
| 6. Step 5 - Implementing the CNN-VAE/7. Implementing the Training operations.mp4 | 187 MB |
| 6. Step 5 - Implementing the CNN-VAE/7. Implementing the Training operations.vtt | 20.4 KB |
| 6. Step 5 - Implementing the CNN-VAE/8. Full Code Section.html | 4 KB |
| 7. Step 6 - Recurrent Neural Network/1. Welcome to Step 6 - Recurrent Neural Network.html | 507 B |
| 7. Step 6 - Recurrent Neural Network/2. Plan of Attack.mp4 | 10.5 MB |
| 7. Step 6 - Recurrent Neural Network/2. Plan of Attack.vtt | 3.1 KB |
| 7. Step 6 - Recurrent Neural Network/3. What are Recurrent Neural Networks.mp4 | 121.1 MB |
| 7. Step 6 - Recurrent Neural Network/3. What are Recurrent Neural Networks.vtt | 20.8 KB |
| 7. Step 6 - Recurrent Neural Network/4. The Vanishing Gradient Problem.mp4 | 111.2 MB |
| 7. Step 6 - Recurrent Neural Network/4. The Vanishing Gradient Problem.vtt | 18.3 KB |
| 7. Step 6 - Recurrent Neural Network/5. LSTMs.mp4 | 136.5 MB |