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MaxJoas/README.md

About Me

I like to use AI to solve challenging problems.

  • Worked 2 years in entrepreneurial roles in startups.
  • Worked 3 years as an AI engineer and researcher.
  • Special interest in data-centric AI, structuring ML projects, and connecting AI to business problems.

Most Recent Projects

Quick overview of my pinned repos (check the repos for more details):

  • LLM Trustworthiness: NoPinocchio
    Tool to add confidence scores to the output of LLMs.

  • Deep Learning for omics data: Autoencodix
    Framework for multi-omics integration. Unified different autoencoder architectures from research papers into one framework.

  • Computer Vision for Stem Cell Detection
    Software with a web app to detect cells in microscopy images to enhance stem cell production. Technical blog post about problems I've solved for this app, see here

  • LLM Security: DeepSeek "Hack"
    Bypass censorship of DeepSeek model with prompt engineering.

Favorite Resources

  • For structuring ML projects: Yearning Machine Learning by Andrew Ng
  • For Active Learning: Human-in-the-Loop Machine Learning by Robert Monarch
  • For working with foundation models: AI Engineering by Chip Huyen
  • For an intuitive understanding of complex ML theory: everything from Luis Serrano and 3Blue1Brown
  • For LLMs: Andrej Karpathy and Sebastian Raschka
  • For keeping up-to-date: The Batch, Interconnects and Ahead of AI

Pinned Loading

  1. confluence_webapp confluence_webapp Public

    Webapp for cell detection

    Jupyter Notebook

  2. llm_security llm_security Public

    Prompts to jailbreak DeepSeek

  3. jan-forest/autoencodix jan-forest/autoencodix Public

    Framework for multi-omics data integration by autoencoders

    Jupyter Notebook 31 3

  4. no_pinocchio no_pinocchio Public

    Confidence Scores for LLMs

    Jupyter Notebook 2