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ankonzoid / LearningX

Deep & Classical Reinforcement Learning + Machine Learning Examples in Python
MIT License
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agent data-science deep deep-learning deep-reinforcement-learning examples learning machine-learning machine-learning-algorithms multiagent-reinforcement-learning neural-network optimization python q-learning reinforcement-learning tutorial-code tutorial-exercises tutorials

readme

LearningX Examples and Tutorials

We provide here a suite of Python examples that walk you through concepts in:

Usage of the examples is simple: just run the main file for each project. Each project example contains its own README.md file discussing the theory and applications.

Classical Reinforcement Learning

The Multi-Armed Bandit Problem

Q-Learning in GridWorld

Optimal Blackjack Strategy

Deep Reinforcement Learning

Balancing Cartpole Beam on OpenAI gym

Playing Pong from pixels on OpenAI gym

Basic Machine Learning

Classification

Regression

Unsupervised Learning

Advanced Machine Learning

Building Model Trees

Tree Ensembles: Bagging and Boosting

Author

Anson Wong