V-JEPA: Learning Video
Representations by Feature Prediction
From video tubelets to pretrained features, temporal tests and a small action-classification experiment.
Blog
Notes, tutorials & experiments
Exploring machine learning through practical examples.
Topic:
V-JEPA: Learning Video
Laya and Jev: Classifiers That Don't Generate
Comparing structured model decisions on the same support ticket.
How I-JEPA Works
Four experiments with image patches and learned representations.
Sliced-Wasserstein Distance:
A Visual Intuition
Building visual intuition with a small implementation.
MCP 101: Tools, Resources, Prompts
How tools, resources and prompts fit together.
Adding Google OAuth to a FastHTML App
Easily integrate secure Google sign-in to your FastHTML app with this step-by-step Google OAuth implementation guide.
Getting Started with `tmux` - A Beginners Guide
Learn how to install, configure, and use tmux to boost your terminal productivity with sessions, windows, and panes.
Running a Jupyter Notebook in a `uv` Python Environment
Discover how to launch Jupyter Notebooks with lightning-fast performance using the `uv` Python package manager.
Setting Up Hugging Face Diffusers with `uv` for CUDA Acceleration
Learn how to harness the speed of `uv` for fast, local AI image generation with Hugging Face Diffusers and CUDA.
Running Native Python Code Inside an n8n Instance on a Hostinger VPS
Discover how to easily run Python scripts directly in your self-hosted n8n workflows.
Practical Deep Learning - Lesson 3
This lesson covers how to train a digit classifier from scratch using the MNIST dataset.
Practical Deep Learning - Lesson 2
In lesson 2 we build a custom multi-image classifier and deploy it to Hugging Face Spaces as a FastHTML web app!
Practical Deep Learning - Lesson 1
First in a series of posts documenting my progress on the fast.ai course by Jeremy Howard. This initial lesson covers image classifiers.
Google Docs n8n Automation Workflow
Learn how to use n8n to automate posting and formatting content in Google Docs with just one workflow.
Introduction to Fastlite
An introduction to the basics of fastlite and sqlite-utils for creating and managing SQLite databases.
Understanding Python Decorators: Beginner to Advanced
Discover how decorators can transform your functions, manage state, enhance code reusability, and help to make your code more elegant and maintainable.
Exploring a New Video Generation Model LTX-Video Capable of Running on Most Home Computers
Introduction to the various parameter settings available for the LTX-Video model, and how they work.
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