Hi, I'm Edward Praveen - a Senior ML Engineer and AI Architect focused on building production-grade AI systems.
I write about LLMs, RAG pipelines, multi-agent systems, MLOps, and scalable AWS infrastructure - with hands-on tutorials, real-world architecture patterns, and design decisions from production systems.
Latest Writing
- May 2026 From GitHub Pages to a Real Domain - How I Finally Claimed edwardpraveen.com devops infrastructure
- May 2026 How I Built an Explainable AI System to Optimize Pharma Sales Calls
- Apr 2026 Reverse Engineering an MCP-Based Job Application (Without Instructions)
- Mar 2026 Day 10 of 180 - PyTest & Virtual Environments dl llm systems
- Mar 2026 Day 9 of 180 - Probability & Statistics dl llm systems
- Mar 2026 Day 8 of 180 - Linear Algebra & Calculus dl llm systems
- Mar 2026 Day 7 of 180 - Data Visualisation dl llm systems
- Mar 2026 Day 6 of 180 - Numpy & Pandas dl llm systems
- Mar 2026 Day 5 of 180 - Comprehensions, Generators, Decorators & Modern Features dl llm systems
- Mar 2026 Day 4 of 180 - Collections, Control Flow & Object-Oriented Programming dl llm systems