Graph Theory Courses

Ryan O'Donnell

How to Do CS Theory - Lecture 1b: Research Tips for Theoretical Computer Science

Insights and tips for aspiring theoretical computer science researchers, covering research methods, paper writing, presentation skills, and essential resources in the field.

• YouTube
• 36 minutes
• Self-Paced
• Free Video

Aleksa Gordić - The AI Epiphany

How to Get Started With Graph ML - Blog Walkthrough

Comprehensive introduction to Graph Machine Learning, covering applications, methods, and resources. Explores research challenges, GNN expressivity, and related subfields, providing a solid foundation for beginners.

• YouTube
• 47 minutes
• Self-Paced
• Free Video

Aleksa Gordić - The AI Epiphany

Graph Attention Network Project Walkthrough

Comprehensive walkthrough of Graph Attention Network implementation, covering dataset analysis, key implementation details, and related deep learning projects for enthusiasts and practitioners.

• YouTube
• 40 minutes
• Self-Paced
• Free Video

Aleksa Gordić - The AI Epiphany

Temporal Graph Networks - GNN Paper Explained

Explore temporal graph networks and dynamic graphs, learning advanced techniques for graph machine learning, including time-based sampling, memory management, and attention mechanisms.

• YouTube
• 39 minutes
• Self-Paced
• Free Video

Aleksa Gordić - The AI Epiphany

Graph SAGE - Inductive Representation Learning on Large Graphs - GNN Paper Explained

Deep dive into Graph SAGE, exploring its innovative approach to large-scale graph learning. Covers key concepts, training methods, aggregator functions, and comparisons with other graph neural networks.

• YouTube
• 44 minutes
• Self-Paced
• Free Video

Aleksa Gordić - The AI Epiphany

Graph Convolutional Networks - GNN Paper Explained

Comprehensive exploration of Graph Convolutional Networks, covering theory, implementation, and applications. Delves into spectral methods, Weisfeiler-Lehman perspective, and GNN depth, offering insights for both beginners and experts.

• YouTube
• 50 minutes
• Self-Paced
• Free Video

Aleksa Gordić - The AI Epiphany

Graph Attention Networks - GNN Paper Explained

Explore Graph Attention Networks (GAT) in-depth, covering graph theory basics, GAT methodology, multi-head versions, visualizations, and applications in transductive/inductive learning scenarios.

• YouTube
• 38 minutes
• Self-Paced
• Free Video

Edan Meyer

A New Theory for How the Brain Learns

Explore a novel theory on brain learning, focusing on neuronal burst firing for feedback signaling and solving the credit assignment problem in hierarchical circuits.

• YouTube
• 33 minutes
• Self-Paced
• Free Video

TensorFlow

Intro to Graph Neural Networks

Comprehensive introduction to graph neural networks, covering theory, applications, and hands-on practice with a Colab exercise. Ideal for those interested in advanced machine learning techniques.

• YouTube
• 51 minutes
• Self-Paced
• Free Video

FlippedNormals

Color Theory Fundamentals

Explore artistic color fundamentals, including composition, diagrams, color wheels, and emotional impact. Learn from master artists and gain practical skills in color mixing and application.

• YouTube
• 36 minutes
• Self-Paced
• Free Video

FlippedNormals

Polypaint a Head in ZBrush - Color Theory

Master ZBrush Polypainting for realistic head texturing. Learn essential color theory for organic surfaces, focusing on facial features. Gain practical tips and techniques for creating lifelike digital characters.

• YouTube
• 33 minutes
• Self-Paced
• Free Video

Security BSides San Francisco

Six Degrees of Infiltration - Using Graph to Understand Your Infrastructure and Optimize Security Decision Making

Explore graph-based solutions for consolidating security intelligence and improving decision-making in complex infrastructures, using tools like Neo4j to enhance visibility and risk assessment.

• YouTube
• 31 minutes
• Self-Paced
• Conference Talk

Hussein Nasser

On Graph Databases - The Backend Engineering Show

Explore database constraints, indexing, storage engines, and graph databases. Understand how different database types address various use cases and optimize performance.

• YouTube
• 22 minutes
• Self-Paced
• Free Video

Black Hat

Breaking the Attack Graph - How to Leverage Graphs to Strengthen Security in a Domain Environment

Explore how defenders can leverage graph-based thinking to strengthen security in domain environments, adapting to sophisticated attackers and enhancing prevention, detection, and investigation strategies.

• YouTube
• 26 minutes
• Self-Paced
• Conference Talk

AssemblyAI

Building a GAN From Scratch With PyTorch - Theory + Implementation

Learn to build a Generative Adversarial Network from scratch using PyTorch and PyTorch Lightning, covering theory, implementation, and testing in this comprehensive tutorial.

• YouTube
• 32 minutes
• Self-Paced
• Free Video