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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 post19 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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8 Jul 2026

Sliced-Wasserstein Distance: A Visual Intuition

Machine LearningJEPAWorld Models

We implement a toy version of the Sliced-Wasserstein distance from the VISReg paper, to help understand the process.

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22 Sep 2025

MCP 101: Tools, Resources, Prompts

MCPLLM ToolsAI Agents

This guide breaks down how MCP works, why interoperability matters, and how you can start using it today.

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ExploringML · David Gwyer

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