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amiteshrai/README.md

Amitesh Kumar

Analytics Engineering Manager | Solutions Architect | Full-Stack AI Engineer

Building data platforms that drive revenue and trading systems that capture alpha.

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About

I'm a polyglot engineer with 10+ years of experience designing and shipping production systems across retail, fintech, healthtech, and banking. I lead teams, architect platforms, and write code—often all three in the same week.

By day: Analytics & AI Engineering Manager, leading a team, building competitive pricing intelligence, demand forecasting, and enterprise data platforms.

By night: Co-founder of a fintech trading platform combining quantitative signals with market cycle theory and my trading experience.

My architecture philosophy: scalability, decoupling, security, and compliance aren't afterthoughts—they're the foundation.


Technical Expertise

Data & Analytics Engineering

Snowflake dbt Airflow Databricks Spark Kafka Medallion Architecture Data Quality Frameworks

Machine Learning & AI

scikit-learn XGBoost MLflow LLM Engineering RAG Systems Prompt Engineering

Full-Stack Development

Python TypeScript JavaScript Go React Node.js FastAPI

Infrastructure & Cloud

AWS GCP Docker CI/CD

Data Stores

PostgreSQL MongoDB Redis Elasticsearch Snowflake BigQuery


Architecture Principles

I design systems with these non-negotiables:

  • Scalability — Handle load without redesign
  • Decoupling — Bounded contexts, clear interfaces, no hidden dependencies
  • Security — AuthN/AuthZ as first-class citizens, not bolted on
  • Compliance — Audit trails and traceability for regulated environments
  • Idempotency — Operations that are safe to retry

GitHub Stats


Let's Connect

  • 💼 Open to consulting engagements in data platform architecture and ML systems
  • 🤝 Always interested in conversations about trading systems, data engineering patterns, and AI/ML in production
  • 📫 Reach me at amiteshrai@outlook.com

Profile views

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