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yefeiyangx's Projects

awesome-real-world-rl

Great resources for making Reinforcement Learning work in Real Life situations. Papers,projects and more.

detectron2

Detectron2 is FAIR's next-generation platform for object detection and segmentation.

diffuser

Code for the paper "Planning with Diffusion for Flexible Behavior Synthesis"

dqn_zoo

The implement of all kinds of dqn reinforcement learning with Pytorch

key-book

《机器学习理论导引》（宝箱书）的证明、案例、概念补充与参考文献讲解。在线阅读地址：https://datawhalechina.github.io/key-book/

🏆 Winning NeurIPS (NIPS) Competition Track: Big ANN, Practical Vector Search Challenge 2023. （see big-ann-benchmark https://big-ann-benchmarks.com/neurips23.html). The fastest cross-modal vector retrieval.

networkx

Network Analysis in Python

nn_vis

A project for processing neural networks and rendering to gain insights on the architecture and parameters of a model through a decluttered representation.

or-tools

Google's Operations Research tools:

python

All Algorithms implemented in Python

python-algorithms

Source code for 'Python Algorithms' by Magnus Lie Hetland

rl-book

Exercises from "Reinforcement Learning", 2nd edition by Sutton and Barto

rl-book-challenge

self-studying the Sutton & Barto the hard way

rlschool

Excellent Environments for Reinforcement Learning Benchmarking （强化学习环境集）

snake-ai

An AI agent that beats the classic game "Snake".

trafficsimulator

A microscopic traffic simulation in Python

transformer

PyTorch Implementation of "Attention Is All You Need"

vector-search-papers

📚 Awesome papers and technical blogs on vector DB (database), semantic-based vector search or approximate nearest neighbor search (ANN Search, ANNS). Vector search is the key component of large-scale information retrieval, cross-modal retrieval, LLMs-based RAG, vector databases.

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