deshpandeshrinath / hobby-ai

Contents

1. Prerequisites
2. Resources
3. Machine Learning in Simple Words
4. Quick Introduction to Tensorflow
5. Supervised Learning in Simple Words
6. Unsupervised Learning in Simple Words
7. Reinforcement Learning in Simple Words
8. DDPG Algorithm in Simple Words
9. Simulation Experiment on Half-Cheetah environment
10. Basics of Arduino
11. RL on Hardware Cheetah

Prerequisites

• Python Programming Language
• Basic Calculus (Differentiation)
• Linear Algebra (Matrix Multiplication)

Resources

• A Byte of Python

• Machine Learning

  • Coursera ML Course, Udacity's machine learning course

• Deep Reinforcement Learning

  • David Silver's Lectures, Book: Reinforcement Learning, an Introduction