- I'm Lei Shang. Thanks for visiting my GitHub space!
- ๐ญ I'm currently working on Generative AI frameworks, exploring use cases and the underlying technology.
- ๐ซ Feel free to reach out for a chat if you come across something interesting:
- Generative AI
- Data Science in Action
- Programming Languages
- Data Science Toolkit
- MLOps
- Cloud Computing
- Clean Code
- Research
Exploring the Trend, Technology, and Latest Advances
Topic | Code/Link |
---|---|
AI Agents | AutoGen, CrewAI |
Finetuning LLMs | How to Fine-Tune LLMs in 2024 with Hugging Face |
RAGs | Introducing RAGs: Your Personalized ChatGPT Experience Over Your Data |
Prompt Engineering | ๐ง |
Notes | Generative AI Notes |
LLM Architectures and Applications | Emerging Architectures for LLM Applications |
LangChain Core Concepts (Chains, Agents, Tools) | ๐ง |
Real-World Applications and Case Studies
Topic | Code/Link |
---|---|
LLM empowered sentiment analysis | ๐ง |
Scale document question answering using LLMs | ๐ |
Efficiently Applying LLMs to Transform Semi-Structured Data | News; Code and Paper |
LLM empowered personalisation and recommendation systems | ๐ง |
Question Answering Over Documents through RAG (Retrieval Augmented Generation) | ๐ง |
Predicting the Financial Market with Large Language Models | ๐ |
Topic | Code/Link |
---|---|
Scala | Scala |
Topic | Code/Link |
---|---|
Pandas | Pandas examples |
Docker | ๐ง |
Productionising machine learning models
Topic | Code/Link |
---|---|
FastAPI and Docker Compose | Quick Start with FastAPI and Docker |
Vertex AI | ๐ง |
AWS SageMaker | ๐ง Deploy a serverless ML inference endpoint of large language models using FastAPI, AWS Lambda, and AWS CDK |
AWS Lambda | ๐ง (An example using FastAPI, Docker and AWS Lambda) |
Kubeflow | ๐ง |
MLflow and Kubernetes | ML deployment examples |
Terraform | ๐ง |
Topic | Code/Link |
---|---|
AWS | ๐ง |
GCP | ๐ง |
MS Azure | ๐ง |
Topic | Code/Link |
---|---|
LeetCode | ๐ง |
SOLID Principles in Python | ๐ง |
Papers & Books that I'm following
Topic | Code/Link |
---|---|
Efficient Finetuning of Quantized LLMs | QLoRA |
ChatGPT | How Is ChatGPTโs Behavior Changing over Time? |
NLP | Attention Is All You Need |
Time Series Forecasting | Deep GPVAR: Upgrading DeepAR For Multi-Dimensional Forecasting |
LLM | Aligning language models to follow instructions |
LLM | Making fine-tuning cheap & accessible |
LLM | Llama-2 7B Chat |
LLM | Data Mining Research Group at Tsinghua University |
Bayesian Modeling and Computation | Bayesian Modeling and Computation in Python |
Statistics and Data Analysis | Statistical Thinking for the 21st Century |
Reinforcement Learning | Reinforcement Learning: An Introduction |
AWS Labs | https://github.com/awslabs |