Subject
10 entries
Youtube
Bookmarks
How Attention Got So Efficient: GQA, MLA, DSA explained
A YouTube explainer on how attention mechanisms evolved from full multi-head attention to the efficient variants powering modern LLMs — covering GQA (Grouped Query Attention), MLA (Multi-head Latent Attention from DeepSeek), and DSA (Dynamic Sparse Attention). Useful for understanding why modern inference is faster and cheaper than it was two years ago.
I Built 6 AI Employees in 10 Minutes
A YouTube video demonstrating building 6 autonomous AI agents ('employees') in 10 minutes that run 24/7 without human intervention. Likely covers no-code or low-code agent orchestration tools and common automation patterns.
How to Read Deep Learning Papers as a Software Engineer
A YouTube guide for software engineers on reading deep learning papers — framing the paper-reading skill as an engineering competency rather than a research one, with practical strategies for extracting implementation-relevant understanding from dense notation.
Why Deep Learning Works Unreasonably Well
Part 3 of a 'How Models Learn' series on why deep learning works unreasonably well — addressing the apparent paradox that overparameterized models generalize when classical statistics says they shouldn't. Covers implicit regularization, loss landscape geometry, and the lottery ticket hypothesis.
ML YouTube Courses
A curated catalog of machine learning courses available on YouTube, maintained by DAIR.AI. Covers ML fundamentals, deep learning, NLP, computer vision, and specialized topics — a single index for free university-grade ML education.
Linear Algebra — Math for Machine Learning
A YouTube course on linear algebra specifically framed for machine learning — covering vectors, matrices, eigenvalues, and the operations that underlie neural networks. Useful complement to theoretical ML reading when the math intuition is missing.
Genius of the Modern World — Karl Marx (BBC Documentary)
BBC documentary on Karl Marx from the 'Genius of the Modern World' series. Three-part series covering Marx's life, his theory of historical materialism, and the contested legacy of his ideas in capitalism, communism, and labor movements.
Machining the Antikythera Mechanism
YouTube playlist documenting the machining of a working replica of the Antikythera Mechanism — the 2,000-year-old Greek analog computer. Shows modern CNC and manual machining techniques used to recreate ancient precision gearing.
Mathematics for Machine Learning: Multivariate Calculus
Imperial College London's Mathematics for Machine Learning Multivariate Calculus course on YouTube — free coverage of partial derivatives, gradients, the Jacobian, Hessian, and optimization techniques needed to understand how machine learning models are trained.
A Tour of the British Isles in Accents
YouTube video touring the diversity of British accents — a linguistic curiosity saved after being shared by a friend. The accent differences across the British Isles are remarkably dense geographically.