Code Practice from the Book Deep Learning
Chapter 1: Introduction
- Algorithms
- C++
- Mojo
- Lisp
- Prolog
- Notes
- Exercices
Chapter 2: Linear Algebra
- Algorithms
- C++
- Python / Mojo
- Lisp
- Prolog
- Notes
- Exercices
Chapter 3: Probability abd Information Theory
- Algorithms
- C++
- Python / Mojo
- Lisp
- Prolog
- Notes
- Exercices
Chapter 4: Numerical Computation
- Algorithms
- C++
- Python / Mojo
- Lisp
- Prolog
- Notes
- Exercices
Chapter 5: Machine Learning Basics
- Algorithms
- C++
- Python / Mojo
- Lisp
- Prolog
- Notes
- Exercices
Chapter 6: Deep Feedfoward Networks
- Algorithms
- C++
- Python / Mojo
- Lisp
- Prolog
- Notes
- Exercices
Chapter 7: Regularization for Deep Learning
- Algorithms
- C++
- Python / Mojo
- Lisp
- Prolog
- Notes
- Exercices
Chapter 8: Optimization for Training Deep Models
- Algorithms
- C++
- Python / Mojo
- Lisp
- Prolog
- Notes
- Exercices
Chapter 9: Convolutional Networks
- Algorithms
- C++
- Python / Mojo
- Lisp
- Prolog
- Notes
- Exercices
Chapter 10: Sequence Modeling: Recurrent and Recursive Nets
- Algorithms
- C++
- Python / Mojo
- Lisp
- Prolog
- Notes
- Exercices
Chapter 11: Practical Methodology
- Algorithms
- C++
- Python / Mojo
- Lisp
- Notes
- Exercices
Chapter 12: Applications
- Algorithms
- C++
- Python / Mojo
- Lisp
- Prolog
- Notes
- Exercices
Chapter 13: Linear Factor Models
- Algorithms
- C++
- Python / Mojo
- Lisp
- Prolog
- Notes
- Exercices
Chapter 14: Autoencoders
- Algorithms
- C++
- Python / Mojo
- Lisp
- Prolog
- Notes
- Exercices
Chapter 15: Representation Learning
- Algorithms
- C++
- Python / Mojo
- Lisp
- Prolog
- Notes
- Exercices
Chapter 16: Structured Probabilistic Models for Deep Learning
- Algorithms
- C++
- Python / Mojo
- Lisp
- Prolog
- Notes
- Exercices
Chapter 17: Monte Carlo Methods
- Algorithms
- C++
- Python / Mojo
- Lisp
- Prolog
- Notes
- Exercices
Chapter 18: Confronting the Partition Function
- Algorithms
- C++
- Python / Mojo
- Lisp
- Prolog
- Notes
- Exercices
Chapter 19: Approximate Inference
- Algorithms
- C++
- Python / Mojo
- Lisp
- Prolog
- Notes
- Exercices
Chapter 20: Deep Generative Models
- Algorithms
- C++
- Python / Mojo
- Lisp
- Prolog
- Notes
- Exercices
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