Free AI, ML, Deep Learning Video Lectures

List of Top Artificial Intelligence, Machine Learning, Deep Learning Video Lectures:

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Source: Free AI, ML, Deep Learning Video Lectures


Advanced ML/DL/RL Theory Courses

Advanced ML/DL/RL, attempts at building theory of DL, optimization theory, advanced applications etc.

ML >>

ML >> Theory

DL >>

DL >> Theory

RL >>

Optimization >>

Applications >> Computer Vision

Applications >> Natural Language Processing

Applications >> 3D Graphics


List of Machine Learning Resources for Beginner

  1. ML in the cloud training
    1. Google
      1. Google ML Crash Course
      2. Google AI Education
    2. Azure
      1. Machine learning crash course – Learn
      2. Intro to ML with Python and Azure Notebooks
      3. Build AI Solutions with Azure ML
      4. Explore AI solution development with data science services in Azure
    3. AWS
      1. AWS Learning Library
      2. Machine Learning Training on AWS
      3. Data Science Learning Path
  2. Websites and Resources
    1. Blogs & Social Media
      1. KD Nuggets
    2. General ML and Data Science
      1. Machine Learning Mastery
      2. Towards Data Science
      3. Machine Learning Websites
  3. Training Courses
    1. Stanford ML Course
    2. Coursera Training Resources
  4. Deep Learning
    2. Deep Learning Specialization with Andrew Ng
    3. Deep Learning Textbook
  5. ML Math
    1. Introduction to Linear Algebra
    2. Linear Algebra – Hefferon
    3. Deep Learning Math
    4. CS229 Notes on Linear Algebra
    5. AWS Math for Machine Learning
    6. Essential Math for Machine Learning – Python Edition
    7. Computational Linear Algebra
  6. ML Books
    1. Andrew Ng’s AI Transformation Playbook
    2. Machine Learning Yearning by Andrew Ng
  7. ML Programming
    1. Python for Data Science and Machine Learning Bootcamp
    2. Machine Learning, Data Science and Deep Learning with Python
    3. Machine Learning A-Z™: Hands-On Python & R In Data Science
    4. ML/DL Matlab eBook
    5. MIT Course
    6. Python for Data Science and Machine Learning Bootcamp
    7. Introduction to Pandas
    8. Pandas Data Structures
  8. Frameworks
    1. PyBrain
    2. PyML
    3. scikit-learn
    4. tensor-flow
    5. Tensor-flow Playground
    6. TensorFlow
    7. Keras
    8. MXNet
  9. Algorithms
    1. Algorithm Cheat Sheets
    2. Algorithmia
  10. Datasets