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Personal Technical Blog

Neural Odyssey

A personal blog about machine learning, CUDA, and systems engineering, with practical tutorials, implementation notes, and long-form posts.

Neural Networks: Building Intuition Beyond the Math

Forget the intimidating equations for a moment. Let's build a genuine understanding of how neural networks actually work, from the ground up. No hand-waving, no magic—just clear explanations and practical intuition.

November 20, 2025 12 min read

Build Your First ML Model: A No-BS Guide

Forget toy examples with perfect data. Let's build a real ML model from scratch—complete with messy data, actual decisions you'll have to make, and code that you can run today. This is what building ML actually looks like.

November 18, 2025 8 min read

5 ML Mistakes I Made So You Don't Have To

Machine learning tutorials make everything look smooth and polished. Reality is messier. Here are the painful lessons I learned the hard way, complete with the mistakes, the debugging nightmares, and what actually fixed them.

November 19, 2025 11 min read