README.md

AI_from_scratch

ML and DL labs implemented from scratch in Python

TODO :

• Update Status and Description
• Add Q-Learning
• Add Missing implementations
• Modify notebooks so as to use python Class
• Add more /Check comments in notebooks
• Add Requirements/ Tutorial to install necessary tools

Deep Learning from scratch:

DL:

Machine Learning from scratch:

Supervised Learning:

• Non_regularized_regression:

  • Desc:
  • Status:

• Regularized_regression:

  • Desc:
  • Status:

• FFNN:

  • Desc:
  • Status:

• RNN :

  • Desc:
  • Status:

Unsupervised Learning:

• HMM :

  • Desc:
  • Status:

• GMM:

  • Desc:
  • Status:

Reinforcement Learning:

• RL_Value_Policy_iteration:
  • Desc:
  • Status:

Ressources:

• Numpy ressources
• Keras