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Answers to selected questions: 1.1
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Chapter 2 - Supervised learning 2.1
+ Chapter 3 - Shallow neural networks 3.1,3.2,3.3,3.4
+ Chapter 4 - Deep neural networks 4.1, 4.2, 4.3 (coming soon)
+ Chapter 5 - Loss functions (coming soon)
+ Chapter 6 - Training models (coming soon)
+ Chapter 7 - Gradients and initialization (coming soon)
+ Chapter 8 - Measuring performance (coming soon)
+ Chapter 9 - Regularization (coming soon)
+ Chapter 10 - Convolutional networks (coming soon)
+ Chapter 11 - Residual networks (coming soon)
+ Chapter 12 - Transformers (coming soon)
+ Chapter 13 - Graph neural networks (coming soon)
+ Chapter 14 - Unsupervised learning (coming soon)
+ Chapter 15 - Generative adversarial networks (coming soon)
+ Chapter 16 - Normalizing flows (coming soon)
+ Chapter 17 - Variational autoencoders (coming soon)
+ Chapter 18 - Diffusion models (coming soon)
+ Chapter 19 - Deep reinforcement learning (coming soon)
+ Chapter 20 - Why does deep learning work? (coming soon)
+ Chapter 21 - Deep learning and ethics (coming soon)
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Citation: