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Machine Learning

A branch of artificial intelligence (AI) and computer science which focuses on the use of data and algorithms to imitate the way that humans learn, gradually improving its accuracy.

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Markov Chain Monte Carlo: the 1953 algorithm hiding under modern AI

Markov Chain Monte Carlo: the 1953 algorithm hiding under modern AI

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13 min read
Here’s the trust layer I built to prevent AI's mistakes

Here’s the trust layer I built to prevent AI's mistakes

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3 min read
How to Run an AI Model on Almost Any Hardware: A Practical Guide to Tiny Local LLMs

How to Run an AI Model on Almost Any Hardware: A Practical Guide to Tiny Local LLMs

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7 min read
Multilingual RAG Architecture That Works in Production

Multilingual RAG Architecture That Works in Production

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7 min read
A Reproducible QA Harness for AI Image Editing Features

A Reproducible QA Harness for AI Image Editing Features

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5 min read
24 seconds per iteration instead of 0.4. I paid for six hours of GPU compute and trained on CPU the entire time.

24 seconds per iteration instead of 0.4. I paid for six hours of GPU compute and trained on CPU the entire time.

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3 min read
Building a Real-Time Price Anomaly Detector with Python, SerpApi, and Robust Statistics

Building a Real-Time Price Anomaly Detector with Python, SerpApi, and Robust Statistics

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11 min read
It Fit in Memory and Was Still Unusable — Do the Bandwidth Arithmetic First

It Fit in Memory and Was Still Unusable — Do the Bandwidth Arithmetic First

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5 min read
Upscaling guest photos with a local model instead of an API

Upscaling guest photos with a local model instead of an API

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4 min read
5 ML Math Concepts I Stopped Memorizing (And Started Actually Using)

5 ML Math Concepts I Stopped Memorizing (And Started Actually Using)

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3 min read
NVIDIA Just Bought the Town Square of Open-Source AI for $12.9 Billion. Here Is What You Should Actually Do About It

NVIDIA Just Bought the Town Square of Open-Source AI for $12.9 Billion. Here Is What You Should Actually Do About It

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9 min read
Salt, spikes, and three thermostats — the neuromodules of a numpy organism

Salt, spikes, and three thermostats — the neuromodules of a numpy organism

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13 min read
I Built a Multi Linear Regression Model in Python and Exposed it as an API for my Angular App

I Built a Multi Linear Regression Model in Python and Exposed it as an API for my Angular App

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8 min read
Inverse Problems: Why Predicting Backward Is Harder Than It Looks

Inverse Problems: Why Predicting Backward Is Harder Than It Looks

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6 min read
Quantization‑aware healing restores 4‑bit LLM accuracy

Quantization‑aware healing restores 4‑bit LLM accuracy

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2 min read
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