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jayhemnani9910/README.md

Jay Hemnani

Building data systems that see, stream, and scale.

Data engineer working on ML pipelines, real-time data platforms, AI agents, and developer tools.
Computer vision, streaming, and applied AI, with a soft spot for sports analytics.

Website LinkedIn Email


Featured work

Real-time soccer video analysis. Fine-tuned YOLOv8 finds players, ball, and referee. ByteTrack follows them across frames. GraphSAGE picks out tactical patterns. Served with FastAPI and tracked in MLflow.

YOLOv8 ByteTrack GraphSAGE FastAPI MLflow DVC

Benchmarks RF-DETR, SAM2, SigLIP, and YOLOv8 on soccer player detection and segmentation, with reproducible experiments.

PyTorch RF-DETR SAM2 SigLIP W&B
Live demo →

Multi-agent research system for biology. It doesn't just read papers: it pulls PDB structures, runs flexibility analysis, cross-checks the literature, and suggests experiments.

LangGraph Multi-agent PubMed UniProt ChEMBL
Live demo →

🛠️ jod-skills

Claude Code plugins I use every day: a codebase audit that reads only the risky functions, a Hacker News digest, a GitHub trending digest, and an open-source status checker.

Claude Code Python Agents
/plugin marketplace add jayhemnani9910/jod-skills

Real-time stock pipeline. Kafka streams ticks for 10 tickers, Airflow orchestrates, and a TimescaleDB star schema stores them. Runs with Docker Compose.

Kafka Airflow TimescaleDB Docker

Flights, hotels, cars, deals, and billing as 14 microservices that talk over Kafka, run on Kubernetes, and sit behind a React client.

TypeScript Kafka Kubernetes MongoDB React

More: nobel-dataintelligence (protein stability from molecular vibrations) · contextbox (AI context capture for developers) · voxt (voice-to-clipboard for Linux, in Go) · revolu-idea (multi-agent deep research)


Open source

I fix bugs in tools I use. Merged so far:

In review: Model Context Protocol servers and Python SDK, PostHog, Caddy, DSPy, Modular (Mojo), GitHub MCP Server.


Tech stack

Languages Python TypeScript Go SQL
ML & vision PyTorch YOLO OpenCV MLflow
AI agents LangGraph MCP Claude Code
Data Kafka Airflow PostgreSQL Redis
Infra & web Docker Kubernetes AWS FastAPI Next.js

Contribution activity

Snake eating my contribution graph

Open to data engineering, ML infrastructure, and backend roles, remote or India-based.

Portfolio

Popular repositories Loading

  1. soccer-vision-research soccer-vision-research Public

    AI video analysis and soccer player recognition with VLMs, YOLOv8, SAM2, RF-DETR

    Python 1

  2. stock-data-platform stock-data-platform Public

    Real-time stock data pipeline with Kafka streaming, Airflow orchestration, and TimescaleDB star-schema warehouse tracking 10 major tickers

    Python 1

  3. jod-skills jod-skills Public

    Claude Code skills: codebase audit, Hacker News digest, GitHub trending digest, and open-source status

    Python 1

  4. travel-booking-platform travel-booking-platform Public template

    Microservices travel booking platform — 14 services, Kafka, Kubernetes, React

    TypeScript

  5. revolu-idea revolu-idea Public

    CAG Deep Research - AI research automation with LangGraph multi-agent orchestration

    Python

  6. contextbox contextbox Public

    AI-powered context capture and organization tool for developers

    Python