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Michael Hu's Projects

alpha_zero icon alpha_zero

A PyTorch implementation of DeepMind's AlphaZero agent to play Go and Gomoku board games

deep_rl_zoo icon deep_rl_zoo

A collection of Deep Reinforcement Learning algorithms implemented with PyTorch to solve Atari games and classic control tasks like CartPole, LunarLander, and MountainCar.

dpo-llama icon dpo-llama

A clean implementation of direct preference optimization (DPO) to train the LLaMA 2 model to align with human preferences.

instructllama icon instructllama

Implements pre-training, supervised fine-tuning (SFT), and reinforcement learning from human feedback (RLHF), to train and fine-tune the LLaMA2 model to follow human instructions, similar to InstructGPT or ChatGPT, but on a much smaller scale.

minigpt icon minigpt

Try to implement pre-training and fine-tuning GPT-2 model for research and education purpose.

mm-llama icon mm-llama

Bring multimodality to the LLaMA model by leveraging ImageBind as the modal encoder. This project supports vision input (both images and short videos) to the LLaMA model, with text output generated by LLaMA.

muzero icon muzero

A PyTorch implementation of DeepMind's MuZero agent

qlora-llm icon qlora-llm

A simple custom QLoRA implementation for fine-tuning a language model (LLM) with basic tools such as PyTorch and Bitsandbytes, completely decoupled from Hugging Face.

rag-llama icon rag-llama

A clean and simple implementation of Retrieval Augmented Generation (RAG) to enhanced LLaMA chat model to answer questions from a private knowledge base. We use Tesla user manuals to build the knowledge base, and use open-source embedding and Cross-Encoders reranking models from Sentence Transformers in this project.

tensorrt-llm icon tensorrt-llm

TensorRT-LLM provides users with an easy-to-use Python API to define Large Language Models (LLMs) and build TensorRT engines that contain state-of-the-art optimizations to perform inference efficiently on NVIDIA GPUs. TensorRT-LLM also contains components to create Python and C++ runtimes that execute those TensorRT engines.

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