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Max-We/README.md

Publications

Variance-Aware Prior-Based Tree Policies for MCTS

Keywords: reinforcement learning • MCTS • online learning • bandits • variance-aware priors
Tech: Python • Jupyter Notebook • pgx • mctx
Repo: https://github.com/Max-We/inverse-rpo

Piece by Piece: Assembling a Modular Reinforcement Learning Environment for Tetris

Keywords: reinforcement learning • environment design • benchmarking • Gymnasium • modular simulation
Tech: Python • Gymnasium • Docker
Repo: https://github.com/Max-We/Tetris-Gymnasium

Machine Learning Projects

AlphaZero Tetris

Keywords: self-play • planning • AlphaZero algorithm • MCTS • neural policy/value networks
Tech: Python • JAX • Docker • Weights & Biases • HTML viewer
Repo: https://github.com/Max-We/alphazero-tetris

StableDiffusion: Zero Signal-to-Noise

Keywords: diffusion models • signal-to-noise analysis • generative modeling Tech: Python • Jupyter Notebook
Repo: https://github.com/Max-We/sf-zero-signal-to-noise

Japanese RAG

Keywords: NLP • retrieval-augmented generation • semantic search Tech: Python • Streamlit • Weaviate • OpenAI API
Repo: https://github.com/Max-We/Japanese-RAG

LoL Two-Trick Finder

Keywords: data mining • heuristic ranking • champion synergy • web UI • coverage metrics
Tech: JavaScript • HTML/CSS
Repo: https://github.com/Max-We/LoL-Two-Trick-Finder

Software Projects

Mini-Draw

Keywords: computer graphics • raster drawing • Bézier curves
Tech: Python • Tkinter • NumPy • CV2
Repo: https://github.com/Max-We/Mini-Draw

Mini-Gimp

Keywords: image processing • CLI image editor • kernels
Tech: Python • CV2
Repo: https://github.com/Max-We/Mini-Gimp

Popular repositories Loading

  1. Tetris-Gymnasium Tetris-Gymnasium Public

    A fully configurable Gymnasium compatible Tetris environment

    Python 43 4

  2. sf-zero-signal-to-noise sf-zero-signal-to-noise Public

    Trying to implement https://arxiv.org/abs/2305.08891

    Jupyter Notebook 34 1

  3. alphazero-tetris alphazero-tetris Public

    An implementation of AlphaZero and MCTS with neural networks for Tetris

    Python 22 1

  4. Japanese-RAG Japanese-RAG Public

    Python 4

  5. MyWeb MyWeb Public

    TypeScript 2

  6. Mini-RNN Mini-RNN Public

    Implementing a tiny Recurrent Neural Network from scratch.

    Jupyter Notebook 2