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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
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
Speculative decoding won't change your model's distribution. It might still change your output.

Speculative decoding won't change your model's distribution. It might still change your output.

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4 min read
The Use of AI in Computer Vision

The Use of AI in Computer Vision

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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
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
What Fast API Is Teaching Me About Building AI Beyond the Model

What Fast API Is Teaching Me About Building AI Beyond the Model

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3 min read
LLM Training Data Extraction: Production Models Are Access-Control-Free Archives

LLM Training Data Extraction: Production Models Are Access-Control-Free Archives

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4 min read
Semantic Search in C++ without Python, libtorch or ONNX Runtime

Semantic Search in C++ without Python, libtorch or ONNX Runtime

1
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10 min read
The same pipeline, minus the cluster

The same pipeline, minus the cluster

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5 min read
Backtest 63.7%, production AUC 0.51 - a postmortem

Backtest 63.7%, production AUC 0.51 - a postmortem

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3 min read
Structured Output From LLMs: A Retry-Repair Loop Your Parser Never Sees Through

Structured Output From LLMs: A Retry-Repair Loop Your Parser Never Sees Through

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9 min read
The Advice Was "Build on Unique Data." Mine Was a House.

The Advice Was "Build on Unique Data." Mine Was a House.

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7 min read
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