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orangejustin/README.md
Zecheng (Justin) Li — Machine Learning Engineer. Search, Ranking, Generative Retrieval.

Portfolio ↗   ·   LinkedIn ↗   ·   Say hello ↗

🍊 Building ML systems that work in production

I'm Justin, a Machine Learning Engineer in Search at TikTok. My work connects retrieval and ranking model design with evaluation, online serving, and experimentation.

  • Retrieval & ranking: Generative retrieval from dataset construction through training, indexing, and serving; integration with multi-stage ranking systems.
  • Model scaling & learning objectives: Transformer rankers, warm-start strategies for sparse embeddings and dense components, listwise distillation, and calibrated multi-task learning.
  • Production reliability: Offline-to-online feature consistency, ranking observability, model-launch validation, and online experiments.

Previously, I worked on Bayesian time-series modeling and multimodal anomaly detection at Argonne National Laboratory. I'm a CMU MISM graduate and UC San Diego alumnus.

Away from models: basketball, fitness, cooking, and exploring trails. Still curious, innovative, and motivated :)


Let's connect. I'm open to collaborating on LLM and Generative AI projects. Find me on LinkedIn, explore my portfolio, or reach out at zechengl@alumni.cmu.edu.

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  1. CMU-Chatbot CMU-Chatbot Public

    Forked from Sho-Shoo/CMU-RAG

    An end-to-end CMU chatbot (using RAG) supports getting the latest news on courses, papers, projects, faculties, and more...

    Jupyter Notebook 1

  2. Facial_Recognition_System Facial_Recognition_System Public

    A robust facial recognition system that is easy to deploy.

    Python 1

  3. A-Novel-API-for-Explainable-Deep-Learning-Models A-Novel-API-for-Explainable-Deep-Learning-Models Public

    Forked from General-Robotics-LLC/A-Novel-API-for-Explainable-Deep-Learning-Models

    GR GitHub Repository for the M.I.N.E.R.V.A. LMS

    C++

  4. MiniGPT MiniGPT Public

    A MiniGPT with RoPE and GQA

    Python

  5. minllama minllama Public

    Forked from neubig/minllama-assignment

    core components of Llama2 from scratch

    Python