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My random AI / ML writings

September 09, 2025

mlops fastapi kubernetes

MLOps Series L1: a simple lightweight intro to 'From IPython Notebook to Prod'

Build a simple, observable, autoscaled microservice: FastAPI backend with IsolationForest, Streamlit UI, Docker, and Kubernetes HPA

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Neural Networks for Combinatorial Optimization - Coming Soon

June 21, 2025

pointer-neural-nets graph-neural-nets combinatorial-optimization tsp

Neural Nets for Combinatorial Optimization

Pointer Neural Nets and Graph Neural Nets with Beam Search to construct approximate TSP tours

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Neural Cellular Automaton growing a pattern from a single seed

June 19, 2025

neural-cellular-automata sobel-gradient morphogenesis

Neural Self-Organization: Growing Patterns with Neural Cellular Automata

Intro to differentiable morphogenesis and emergent self-repair

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