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technical blogs 📓

← back to the writing room

ideas that refused to stay inside a notebook 💡

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June 4, 2026

Fine-Tuning vs Transfer Learning: What I Learned Teaching VGG19 to Read Kidney CT Scans

What changed when I stopped treating VGG19 as a fixed feature extractor and let part of it learn.

HealthcareDeep Learning
read on Substack ↗

June 4, 2026

Scrambling a Cat: A Tour of Modular Image Encryption

Explore confusion, diffusion, entropy, and avalanche effects in image encryption.

Cybersecurity
read on Substack ↗

June 4, 2026

Machine Learning from Scratch: A Full Lab Walkthrough

Machine Learning Code 101

Machine Learning
read on Substack ↗

June 1, 2026

The Model Wasn't Wrong. I Was Asking the Wrong Question.

How a cancer trial and one extra variable changed the way I think about causality.

HealthcareCausal InferenceStatistical Modeling
read on Substack ↗

May 8, 2026

Your LLM Is Carrying Around an Entire Library Every Time It Answers You

How KIVI, TokenSelect, SnapKV, TopK-Flash, and MLA each try to solve the KV-cache bottleneck, with real experiments on Llama-2-7B running on H100 GPUs.

High Performance Machine LearningGenerative AI
read on Substack ↗