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chinmayrozekar/README.md

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About Me

I'm Chinmay Rozekar — I build AI-driven automation and validation tooling for semiconductor and high-performance computing systems.

6+ years across AMD (Ryzen SoC validation, yield improvement from 42% → 85%) and Siemens EDA (Calibre PERC, DRC/LVS regression automation). Currently applying LLMs, RAG, and agentic AI to the hardest unsolved problem in chip development: making post-silicon failure triage fast.

MS in Electrical Engineering — Rochester Institute of Technology.


Featured — triagent

triagent — Production-ready agentic RAG platform for large-scale log triage

Drain3 template mining · FAISS semantic search · Ollama local LLMs · parallel log parsing · documentation-grounded root-cause reports.
Designed for semiconductor and systems-debug environments. Runs entirely on-prem — no data leaves the lab.

📄 Preprint: High-Throughput Log Parsing Architectures for Semiconductor and Network Environments


Projects

medical-rag-assistant RAG-based medical AI assistant using Mistral-7B, SentenceTransformers, and ChromaDB over a 4,000+ page medical manual. LLM-as-judge evaluation shows superior performance over baseline models on hallucination rate.
→ repo
superkart-sales-forecasting MLOps pipeline: Flask REST API + Streamlit frontend + Docker, deployed on Hugging Face Spaces. Real-time forecasts over 8,763 transaction records supporting quarterly inventory planning.
→ repo
helmnet-helmet-detection Computer vision safety system using VGG-16 transfer learning on 631 workplace images. Automated helmet detection for construction and industrial compliance.
→ repo
Predictive Analytics Portfolio Gradient Boosting, Decision Trees, and DNNs with SMOTE across 40,000+ records (loan, visa, churn). Up to 99.3% recall and 81.1% F1-score across financial and immigration datasets.

Tech Stack

AI / ML

PyTorch TensorFlow HuggingFace scikit-learn LangChain NVIDIA

Languages & Automation

Python Tcl Shell C++

Infrastructure & MLOps

Docker Linux Git Jenkins Power BI


GitHub Stats

stats streak
activity

Open to AI/ML infrastructure, GPU validation tooling, and agentic systems roles — especially where Python automation meets large-scale hardware or model deployment.

Pinned Loading

  1. triagent triagent Public

    This is a research project. I am trying to learn efficient methods for log parsing

    Python

  2. 21DayForge 21DayForge Public

    Free, open-source 21-day habit tracker for iOS

    Swift

  3. 21DayForge_Android 21DayForge_Android Public

    Dart

  4. medical-rag-assistant medical-rag-assistant Public

    Jupyter Notebook

  5. mpv-stream-console mpv-stream-console Public

    Shell

  6. superkart-sales-forecasting superkart-sales-forecasting Public

    Jupyter Notebook