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Learning machine learning. Building understanding.

A learning journal for
the machine learning curious

Learning
machine learning.
Building
understanding.

Practical tutorials, experiments and notes from my journey through machine learning.

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Featured · Latest post25 Sep 2026

V-JEPA: Learning Video Representations by Feature Prediction

JEPAComputer VisionDeep LearningVideoPython

Follow V-JEPA ViT-L/16 from video tubelets and feature prediction to pretrained encoder features, temporal tests and a small action-classification experiment.

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23 Sep 2026

Laya and Jev: Classifiers That Don't Generate

AIClassificationMachine LearningPython

Run Laya on a Modal GPU and compare its structured decisions with TypeSafe Jev through OpenRouter, using the same support ticket and questions.

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19 Sep 2026

How I-JEPA Works

JEPAComputer VisionDeep LearningPython

Explore I-JEPA through four practical experiments, from image patch representations and hidden-region prediction to a classifier built on frozen features.

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ExploringML · David Gwyer

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