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Hi there 👋

  • I'm Lei Shang. Thanks for visiting my GitHub space!
  • 🔭 I'm currently working on Generative AI frameworks, exploring use cases and the underlying technology.
  • 📫 Feel free to reach out for a chat if you come across something interesting:

Portfolio Contents

  1. Generative AI
  2. Data Science in Action
  3. Programming Languages
  4. Data Science Toolkit
  5. MLOps
  6. Cloud Computing
  7. Clean Code
  8. Research

Generative AI

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 🚧
Notes Generative AI Notes
LLM Architectures and Applications Emerging Architectures for LLM Applications
LangChain Core Concepts (Chains, Agents, Tools) 🚧

Data Science in Action

Real-World Applications and Case Studies

Topic Code/Link
LLM empowered sentiment analysis 🚧
Scale document question answering using LLMs 🔗
Efficiently Applying LLMs to Transform Semi-Structured Data News; Code and Paper
LLM empowered personalisation and recommendation systems 🚧
Question Answering Over Documents through RAG (Retrieval Augmented Generation) 🚧
Predicting the Financial Market with Large Language Models 🔗

Programming Languages

Topic Code/Link
Scala Scala

Data Science Toolkit

Topic Code/Link
Pandas Pandas examples
Docker 🚧

MLOps

Productionising machine learning models

Topic Code/Link
FastAPI and Docker Compose Quick Start with FastAPI and Docker
Vertex AI 🚧
AWS SageMaker 🚧 Deploy a serverless ML inference endpoint of large language models using FastAPI, AWS Lambda, and AWS CDK
AWS Lambda 🚧 (An example using FastAPI, Docker and AWS Lambda)
Kubeflow 🚧
MLflow and Kubernetes ML deployment examples
Terraform 🚧

Cloud Computing

Topic Code/Link
AWS 🚧
GCP 🚧
MS Azure 🚧

Clean Code

Topic Code/Link
LeetCode 🚧
SOLID Principles in Python 🚧

Research

Papers & Books that I'm following

Topic Code/Link
Efficient Finetuning of Quantized LLMs QLoRA
ChatGPT How Is ChatGPT’s 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