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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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Kitana: Why I’m Replacing Token Prediction With Dictionary Traversal

Kitana: Why I’m Replacing Token Prediction With Dictionary Traversal

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2 min read
If a 270M Model Already Worked, Why Did I Fine-Tune a 7B One?

If a 270M Model Already Worked, Why Did I Fine-Tune a 7B One?

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3 min read
LoRA: I Trained <1% of a 1.5B Model and Matched a Full Fine-Tune

LoRA: I Trained <1% of a 1.5B Model and Matched a Full Fine-Tune

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3 min read
QLoRA: Fine-Tuning a 7B Model on a 16GB GPU (It Shrank to 5.4GB in Front of Me)

QLoRA: Fine-Tuning a 7B Model on a 16GB GPU (It Shrank to 5.4GB in Front of Me)

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3 min read
I Fine-Tuned a 270M Model on My Laptop (Full Fine-Tuning, From Scratch)

I Fine-Tuned a 270M Model on My Laptop (Full Fine-Tuning, From Scratch)

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2 min read
I Built a Pure Python AI Library with Zero External Dependencies – No NumPy, No TensorFlow

I Built a Pure Python AI Library with Zero External Dependencies – No NumPy, No TensorFlow

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2 min read
AMD ATOM + ATOMesh: Prefill/decode Disaggregation on ROCm

AMD ATOM + ATOMesh: Prefill/decode Disaggregation on ROCm

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7 min read
Your LLM Got the Variant Right. But Did It Get It Right for the Right Reason?

Your LLM Got the Variant Right. But Did It Get It Right for the Right Reason?

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7 min read
How I improved my fact-checker from F1 0.655 0.813 — what actually changed

How I improved my fact-checker from F1 0.655 0.813 — what actually changed

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3 min read
lode: Reimplementing DVC's core in Go without breaking the format

lode: Reimplementing DVC's core in Go without breaking the format

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6 min read
I built a VAD that beats Silero, Pyannote, and WebRTC on noisy audio — here's how

I built a VAD that beats Silero, Pyannote, and WebRTC on noisy audio — here's how

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1 min read
Support Vector Machines From Scratch: the Widest-Margin Classifier

Support Vector Machines From Scratch: the Widest-Margin Classifier

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1 min read
실패 없는 AI 개발 외주 업체를 고르는 CTO의 기준: 먼저 확인할 기술 체크리스트

실패 없는 AI 개발 외주 업체를 고르는 CTO의 기준: 먼저 확인할 기술 체크리스트

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1 min read
I Built an AI Tutor in 48 Hours and Heres What Blew My Mind

I Built an AI Tutor in 48 Hours and Heres What Blew My Mind

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9 min read
Tokenization: How LLMs Actually Read Your Text

Tokenization: How LLMs Actually Read Your Text

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1 min read
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