List of online courses for Artificial Intelligence Specialization.

Courses.md

ToDo: 
  1. Add courses for Reinforcement Learning
  2. Artificial Intelligence Search Methods for Problem Solving 

• Machine learning

  • Courses

    • Swayam-Nptel Introduction to machine learning
    • Coursera machine learning course
    • Udacity machine learning course
    • Google Machine learning Crash Course
    • Kaggle - Intro to Machine Learning
    • Intermediate Machine Learning
    • Machine Learning Explainability
    • CS229 - Machine Learning

  • Books

    • The Elements of Statistical Learning (theoretical)
    • Hands-On Machine Learning with Scikit-Learn & TensorFlow - Aurélien Géron (Practical and litte less theoretical)

• Tensorflow and Pytorch
  • Swayam-Nptel - Practical Machine Learning with Tensorflow
  • Coursera Tensorflow Specialization
  • Udacity - Intro to Deep Learning with PyTorch by FAIR
  • Pytorch Official Tutorials

• Deep learning
  • Courses
    • Swayam-Nptel - Deep Learning Part 1 (IITM)
    • Coursera Deeplearning.ai Specialization
    • CS230 Deep learning
    • Swayam-Nptel - Deep Learning Part 2 (IITM)
    • Fast.ai
  • Books
    • Deep learning book
    • Neural Networks and Deep Learning

• Deep learning for Computer vision
  • CS231n: Convolutional Neural Networks for Visual Recognition. - Andrej Karpathy, Fei-Fei li, Justin Johnson
  • CS231n: Convolutional Neural Networks for Visual Recognition - Fei-Fei li, Justin Johnson, Serena Young

• Natural Language processing with deep learning
  • Course
    • Swayam-Nptel - Applied Natural Language Processing
    • CS224n: Natural Language Processing with Deep Learning
    • Oxford Deep NLP 2017 course
    • Fast.ai: A Code-First Introduction to Natural Language Processing
  • Books
    • Speech and Language Processing