Notes on machine learning
Technical notes written while learning: honest evaluation, data leakage, deployment, LLM applications and the mistakes behind each lesson. They come from the projects on this site, with the code one click away.
How this site's search finds me (with no servers)
Bottom right there is a button that answers questions about this portfolio. It calls no server: it scores 600 text fragments in your browser with a formula from the nineties that still wins battles. Here is how it works, jargon-free.
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How does a machine learn? Explained without a single formula
My mother asked me what exactly I study. This article is the answer: how a machine learns, told without jargon and with an experiment right here so you can check it yourself.
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You draw a 7 and it knows: what happens inside
Your drawing becomes 784 numbers, the 784 numbers become ten probabilities, and the highest one wins. The full journey, jargon-free, with the experiment inside the article.
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Why the computer knows dog and cat are alike
Words become lists of numbers, and similar lists end up close together. That trick powers half the internet, from your search engine to question-answering assistants. Jargon-free, with an interactive map inside.
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