Lei Shang's Projects
Example implementation of various akka patterns in Java
A2RL is a Python library for offline reinforcement learning
Example notebooks that show how to apply machine learning and deep learning in Amazon SageMaker
An experimental open-source attempt to make GPT-4 fully autonomous.
A programming framework for agentic AI. Discord: https://aka.ms/autogen-dc. Roadmap: https://aka.ms/autogen-roadmap
An easy-to-use LLMs quantization package with user-friendly apis, based on GPTQ algorithm.
A curated collection of research papers exploring the utilization of LLMs for graph-related tasks.
Virtual Assistant - GPT Smart Search Engine - Bot Framework + Azure OpenAI + Azure Search + Azure SQL + Azure Document Intelligence + LangChain + CosmosDB
A sample app for the Retrieval-Augmented Generation pattern running in Azure, using Azure Cognitive Search for retrieval and Azure OpenAI large language models to power ChatGPT-style and Q&A experiences.
Code samples associated with my blog posts
Tank royale (robocode) bot
Create Customized Software using Natural Language Idea (through LLM-powered Multi-Agent Collaboration)
Stanford CoreNLP: A Java suite of core NLP tools.
Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks.
Deep Learning Tutorials
Deep learning with GPU
Deep Learning for Java, Scala & Clojure on Hadoop & Spark With GPUs - From Skymind
Deep learning tutorials (2nd ed.)
Databricksβ Dolly, a large language model trained on the Databricks Machine Learning Platform
Practical Data Science with Hadoop and Spark
Example Python DS project
This is a project template which uses FastAPI, Alembic and async SQLModel as ORM. It shows a complete async CRUD using authentication and role base access control.
FinSight - Financial Insights at Your Fingertip: FinSight is a cutting-edge AI assistant tailored for portfolio managers, investors, and finance enthusiasts. It streamlines the process of gaining crucial insights and summaries about a company in a user-friendly manner.
Deep learning PyTorch library for time series forecasting, classification, and anomaly detection (originally for flood forecasting).
Code, exercises, answers, and hints to go along with the book "Functional Programming in Scala"
A fun toy simulator of weather