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 infrastructure on AWS. This blog documents my 180-day hands-on journey through Deep Learning and LLM Systems — one day at a time.
Latest Writing
- 2026 May How I Built an Explainable AI System to Optimize Pharma Sales Calls
- 2026 Apr Reverse Engineering an MCP-Based Job Application (Without Instructions)
- 2026 Mar Day 10 of 180 - PyTest & Virtual Environments
- 2026 Mar Day 9 of 180 - Probability & Statistics
- 2026 Mar Day 8 of 180 - Linear Algebra & Calculus
- 2026 Mar Day 7 of 180 - Data Visualisation
- 2026 Mar Day 6 of 180 - Numpy & Pandas
- 2026 Mar Day 5 of 180 - Comprehensions, Generators, Decorators & Modern Features
- 2026 Mar Day 4 of 180 - Collections, Control Flow & Object-Oriented Programming
- 2026 Mar Day 3 of 180 - ML Project Structure + NeuralCorp Scaffold (Mini-Project MP-0)
- 2026 Mar Day 2 of 180 - Linux Terminal + Google Colab & Kaggle Setup
- 2026 Mar Day 1 of 180 - Dev Environment Setup + Git & GitHub
- 2023 May Automatic Prompt Optimization
- 2023 Feb Prompt Engineering - Intro
- 2022 Jul Cloud Setup for Data Engineering
- 2022 Jul Flatpak Apps in Gnome
- 2022 Jun Hyper - Give life to your default terminal
- 2020 Feb Sample blog post
- 2020 Feb Flake it till you make it