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