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Hongshan Li's Projects

alectiosdk icon alectiosdk

Components for building sauce files or Docker images to be used on Alectio Platform

amazon-sagemaker-examples icon amazon-sagemaker-examples

Example notebooks that show how to apply machine learning, deep learning and reinforcement learning in Amazon SageMaker

applied-ml icon applied-ml

📚 Papers & tech blogs by companies sharing their work on data science & machine learning in production.

beir icon beir

A Heterogeneous Benchmark for Information Retrieval. Easy to use, evaluate your models across 15+ diverse IR datasets.

computer-science icon computer-science

:mortar_board: Path to a free self-taught education in Computer Science!

cql icon cql

Code for conservative Q-learning

cs344 icon cs344

Introduction to Parallel Programming class code

deep-learning-containers icon deep-learning-containers

AWS Deep Learning Containers (DLCs) are a set of Docker images for training and serving models in TensorFlow, TensorFlow 2, PyTorch, and MXNet.

gitignore icon gitignore

A collection of useful .gitignore templates

gymnasium icon gymnasium

A standard API for reinforcement learning and a diverse set of reference environments (formerly Gym)

leetcode-1 icon leetcode-1

This repository contains the solutions and explanations to the algorithm problems on LeetCode. Only medium or above are included. All are written in C++/Python and implemented by myself. The problems attempted multiple times are labelled with hyperlinks.

megatron-lm icon megatron-lm

Ongoing research training transformer models at scale

mteb icon mteb

Massive Text Embedding Benchmark

palm-rlhf-pytorch icon palm-rlhf-pytorch

Implementation of RLHF (Reinforcement Learning with Human Feedback) on top of the PaLM architecture. Basically ChatGPT but with PaLM

pytorchvideo icon pytorchvideo

A deep learning library for video understanding research.

reinforcement-learning icon reinforcement-learning

Learn Deep Reinforcement Learning in 60 days! Lectures & Code in Python. Reinforcement Learning + Deep Learning

reinforcement-learning-algorithms icon reinforcement-learning-algorithms

This repository contains most of pytorch implementation based classic deep reinforcement learning algorithms, including - DQN, DDQN, Dueling Network, DDPG, SAC, A2C, PPO, TRPO. (More algorithms are still in progress)

sagemaker-debugger icon sagemaker-debugger

Amazon SageMaker Debugger provides functionality to save tensors during training of machine learning jobs and analyze those tensors

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