machine learning

From Notebook to Production: How I Actually Deploy ML Models
Machine Learning MLOps System Design Real World ML
Your model working in a notebook means nothing. I break down what it actually takes to deploy ML systems in production — the messy parts, the real tradeoffs, and what I wish I knew earlier.
Published On
March 18, 2026
Estimated Reading Time
A minutes read
Read More
ML in 30 Days: A Clear, Beginner-Friendly Roadmap to Machine Learning
Machine Learning Cheatsheets Roadmaps
A practical 30-day roadmap to understand Machine Learning from first principles — covering data, models, evaluation, and real-world workflows without unnecessary math or hype.
Published On
February 9, 2026
Estimated Reading Time
A minutes read
Read More
I Broke Down Netflix’s Recommendation System So You Don’t Have To
Applied Systems Machine Learning Recommender Systems Practical AI
Recommendation systems aren’t magic — they’re layered engineering decisions disguised as AI. I break down how Netflix-style recommenders actually work, the tradeoffs nobody mentions, and how I think about building them in the real world.
Published On
January 5, 2026
Estimated Reading Time
A minutes read
Read More

Tags