JayHemnani

AIenthusiastbuildingintelligentautomatedsystems.

Data pipelines, ML workflows, and production-ready solutions.

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Career

Experience

Data Analyst

Summer 2025
  • Engineered automated ETL pipelines using SQL and Python, reducing manual data preparation by 40% and improving data consistency across multi-property analytics.
  • Built interactive dashboards in Tableau and Power BI for occupancy, revenue, and KPI tracking across multiple hotel properties.
  • Developed demand forecasting models using time-series analysis to support dynamic pricing and revenue management decisions.

Technical Consultant

2022–2024
  • Provided data analytics and pipeline consulting for small businesses, building reporting automation and data infrastructure solutions.
  • Designed A/B testing frameworks and tracked engagement metrics to optimize client campaigns and product decisions.

AI/ML Intern

Jan–May 2022
  • Built credit fraud detection system using ensemble ML (Random Forest, XGBoost) with SMOTE for class imbalance, achieving 94% precision on transaction data.
  • Developed automated analytics dashboards with statistical models for operational reporting and anomaly detection.

iOS App Development Intern

Jun–Aug 2021
  • Developed CodeLock, an iOS privacy/security app with AES encryption and secure local storage using Core Data.
  • Instrumented user engagement analytics and iterated on UX based on usage patterns and retention data.

SWE Intern

May–Nov 2019
  • Built cloud-native communication platform for first responders using microservices architecture on Azure with REST APIs.
  • Configured CI/CD pipelines for automated testing and deployment, reducing deployment time by 60%.

Background

Education & Research

B.Tech in Computer Engineering

Gandhinagar, India

GPA: 8.7/10
Big Data AnalyticsComputer VisionNatural Language ProcessingOperating Systems+2 more

Publications

IEEE International Conference on Machine Learning & Data Science • 2022

Six-model stack achieving ~82.68% accuracy on PIMA dataset.

IEEE International Conference • 2021

Comparative analysis of CPU scheduling algorithms with priority queue optimization.

Selected Works

Projects

Builder

FIFA Soccer DS

Multi-model CV pipeline for soccer video analysis with YOLOv8n detection, ByteTrack tracking, and GraphSAGE interaction classification. Full MLOps with DVC, MLflow, and FastAPI.

PythonYOLOv8ByteTrackPyTorch GeometricFastAPI+2
Researcher

Soccer Vision Research

Research framework for multi-model soccer video analysis combining RF-DETR detection, SAM2 segmentation, and SigLIP zero-shot identification.

PythonPyTorchRF-DETRSAM2SigLIP+1
Builder

WebMCP Portfolio Integration

Making this portfolio AI-agent queryable using the W3C WebMCP standard — one of the first implementations.

TypeScriptNext.jsWebMCP API+2
Researcher

Nobel Data Intelligence

Physics-informed deep learning for protein stability and enzyme kinetics. Tri-modal architecture combining ProtT5, GATv2+VDOS, and ChemBERTa with gated attention fusion.

PythonPyTorch GeometricProDy+3
Builder

Website Watcher

Production web archiver with automated crawling, SHA-256 change detection, FTS5 full-text search, and cryptographic verification. 26 Python modules with Docker orchestration.

PythonFlaskSQLite+3
Builder

CAG Deep Research

Production multi-agent research automation system built in 10 days, orchestrating 5+ specialized AI agents with LangGraph to autonomously synthesize 20-page research reports from raw queries.

PythonLangGraphLangChain+3
Live

What I'm Up To

Currently building

Portfolio upgrades

Recent commits

Skills

My Toolkit

Technologies I've been building with lately.

Distributed Systems

Apache KafkaMicroservicesEvent-DrivenDockerKubernetes

AI & LLM Engineering

LangChainLangGraphAI AgentsRAGSemantic Search

Computer Vision

PyTorchRF-DETRSAM2SigLIPByteTrack

Data Engineering

Apache AirflowTimescaleDBETL PipelinesStream Processing

MLOps & Experimentation

Weights & BiasesMLflowExperiment TrackingModel Benchmarking

Full-Stack & Visualization

ReactNode.jsFastAPIStreamlitPlotly

Databases & Storage

PostgreSQLMongoDBRedispgvectorFAISS

Let's Build
Something

Currently open to full-time roles and select freelance projects.

© 2026 Jay Hemnani