/d2l-mxnet-exercises

Exercises' solutions of the book Dive Into Deep Learning (mxnet version)

Primary LanguageJupyter Notebook

Dive into Deep Learning - MXNet version - Exercises solutions

Exercises' solutions of the book Dive Into Deep Learning (MXNet version)

Status

  • 2: Preliminaries
    • 2.1: Data Manipulation
    • 2.2: Data Preprocessing
    • 2.3: Linear Algebra
    • 2.4: Calculus
    • 2.5: Automatic Differentiation
    • 2.6: Probability and Statistics
  • 3: Linear Neural Networks
  • 4: Multilayer Perceptrons
  • 5: Deep Learning Computation
  • 6: Convolutional Neural Networks
  • 7: Modern Convolutional Neural Networks
  • 8: Recurrent Neural Networks
  • 9: Modern Recurrent Neural Networks
  • 10: Attention Mechanisms
  • 11: Optimization Algorithms
  • 12: Computational Performance
  • 13: Computer Vision
  • 14: Natural Language Processing: Pretraining
  • 15: Natural Language Processing: Applications
  • 16: Recommender Systems
  • 17: Generative Adversarial Networks