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brightlikethelight/README.md

Bright Liu

AWS AI/ML Engineer Intern
Harvard BA/MA in Mathematics, CS & Statistics

Professional Summary

I build scalable ML pipelines and algorithmic-trading models. At AWS, I built data analysis pipeline with AWS Bedrock, CloudWatch, and Lambda to cut query latency by 40 % for systems handling 10 000+ weekly requests.

Expertise

  • Cloud & Infra: AWS (EC2, S3, Lambda), Docker, Kubernetes
  • Quant Modeling: Stochastic processes, time-series analysis
  • Trading Systems: LightGBM ensembles, back-testing frameworks
  • Deep Learning: PyTorch, TensorFlow, Vision Transformers

Selected Projects

Project Impact
networkx-mcp-server Secure graph analytics inside LLM workflows
music21-mcp-server Production music analysis API with full observability
drw-crypto-prediction Sub-30 s inference on 600 M rows for high-freq crypto strategy
music-gen-ai Real-time multi-instrument text-to-music generation

Education & Awards

Harvard University – BA/MS in Mathematics, CS & Statistics (2026)
1st Place – Harvard Data Science Kaggle (2025)
1st Place – MIT Quantum Hackathon (2025) 1st Place - MIT Mystery Puzzle Hunt (2023)

Contact

brightliu.com • [email protected] • LinkedIn

Pinned Loading

  1. networkx-mcp-server networkx-mcp-server Public

    🕸️ First NetworkX MCP server for graph analysis in AI conversations | Community & Enterprise editions | Graph algorithms • Network analysis • MCP integration

    Python 6 2

  2. music-gen-ai music-gen-ai Public

    Academic research project exploring AI music generation - Harvard CS 109B experimental implementation (NOT production-ready)

    Python 1

  3. dottxt-ai/outlines dottxt-ai/outlines Public

    Structured Outputs

    Python 12.6k 637

  4. cleanlab/cleanlab cleanlab/cleanlab Public

    Cleanlab's open-source library is the standard data-centric AI package for data quality and machine learning with messy, real-world data and labels.

    Python 10.9k 852

  5. zenml-io/zenml zenml-io/zenml Public

    ZenML 🙏: MLOps for Reliable AI: from Classical AI to Agents. https://zenml.io.

    Python 4.9k 542