WelcomeAIOverlords
My name is Zak Jost and I'm currently working as a Research Scientist at Amazon Web Services in the Seattle area. The point of this channel is to help people like you level up their Machine Learning skills.
The current focus of this channel will be on Video lectures and Hands-on Screencasts. For lecture material, the focus is on stripping away unnecessary formality and shining a light on the key points to build your intuition. However, I am a firm believer that we learn best by doing, so the screencasts will compliment the lectures by walking you through building things from scratch.
Outside of YouTube, I also provide long-form blogs as a textual compliment. To keep up with the content announcements across all outlets, you can subscribe to my Email List using the link below.
Graph Classification: Solution walk-thru
Graph Classification: Overview
Прогнозирование ссылок: пошаговое решение
Link Prediction: Overview
Node Classification: Solution walk-thru
Node Classification: Overview
Улучшение масштабируемости
Over-squashing and Over-smoothing
Transductive vs Inductive
Tools of the Trade
The Math of Graph Convolutional Networks
Fourier Transforms, Wavelets and Convolutions on Graphs
The Graph Laplacian
How Powerful are Graph Neural Networks?
Изоморфизм графов
Permutation Symmetries
Передача нейронных сообщений
LLMs as Virtual Judge (ep 4)
Using LLMs to generate synthetic eval data (ep 3)
Clustering on Embeddings and Cluster-based Sampling (ep 2)
How to use LLMs to build an eval dataset for your RAG system (ep 1)
Mesa App fix - Agent Based Modeling paired programming
Refactoring 01 - Agent Based Modeling paired programming
Onboarding TSP benchmarks - Agent Based Modeling paired programming
Ant Colony Optimization algo implementation - Agent Based Modeling paired programming
Ant communication via stigmergy - Agent Based Modeling paired programming
Getting TSP solutions - Agent Based Modeling paired programming
Making deterministic Ants - Agent Based Modeling paired programming
Creating a new Mesa project - Agent Based Modeling paired programming
Using a network grid in Mesa - Agent Based Modeling paired programming