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agentjakey/README.md

πŸ’« About Me:

As an incoming Data Sciene Masters student at UC Berkeley and majoring in Physics at UC San Diego, I work at the intersection of Physics, Machine Learning, and AI. As an ML Research Assistant in the Duarte Lab, I co-authored a NeurIPS 2025 ML4PS paper on transformer interpretability in particle physics ("Why is Attention Sparse in Particle Transformer"), building and benchmarking novel attention mechanisms in PyTorch and TensorFlow. In industry, I design and deploy production AI systems, like RAG pipelines and end to end ML workflows and AI automations, driving measurable operational and financial impact, while ensuring safety and responsibility in the real world. My work focuses on making systems more efficient, interpretable, and grounded. My main goal and driving passion in life is to make a positive impact on the world around me through curiosity and connection in this universe we all share.

🌐 Socials:

LinkedIn

πŸ’» Tech Stack:

Python Matplotlib R HTML5 C CSS3 JavaScript Azure Anaconda nVIDIA Django FastAPI Flask NodeJS Snowflake Streamlit Firebase SQLite Keras NumPy scikit-learn mlflow Scipy TensorFlow Pandas Plotly PyTorch Git GitHub GitLab Docker Arduino Kubernetes

πŸ” Some Projects to Check Out:

πŸ€–RAG Assistant

πŸ”¬Medical Imaging Custom Lightweight CNN

βš™οΈMechanistic Interpretability Exploration for AI Safety

More...

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  1. Phys_139_project Phys_139_project Public

    Forked from davebobculver/Phys_139_project

    Using diffision models to generate medical imaging data

    Jupyter Notebook

  2. COGS108/Group133_WI26 COGS108/Group133_WI26 Public

    COGS108 Final Project -- Group133_WI26 Repository

    HTML 3

  3. SAL-T4HEP SAL-T4HEP Public

    Forked from aaronw5/SAL-T4HEP

    Efficient Transformer Architecture for Particle Identification

    Python

  4. RAG-Snowflake-Policy-Assistant RAG-Snowflake-Policy-Assistant Public

    Python

  5. mechinterp-explore mechinterp-explore Public

    Jupyter Notebook

  6. SignBridge SignBridge Public

    Jupyter Notebook