Graph Theory Courses

PIXXO 3D

Mo-Graph - Cool Loopable Animation - Easy

Learn to create a simple, loop-able animation using motion graphics techniques. Perfect for beginners with basic knowledge seeking to enhance their animation skills.

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

Data Science Dojo

Introduction to Graph Analytics - Overview of GraphDB

Explore graph analytics fundamentals, use cases, and applications in fraud detection. Learn how graph technology enhances ML approaches and its growing importance in complex data analysis.

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

Strange Loop Conference

Turn Your JSON into a Graph in 2 Lines

Explore Asami, an open-source graph database with flexible data structures, functional operations, and easy JSON-to-graph conversion. Learn its architecture and novel graph analysis capabilities.

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

Strange Loop Conference

Designing Cypher - A Graph Query Language

Explore the journey of designing Cypher, a graph query language for Neo4j. Learn about language design principles, implementation challenges, and lessons learned in creating a specialized yet expressive tool.

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

Alan Turing Institute

AIUK 2022 Workshop - Raphtory: Real-Time Graph Analytics

Explore real-time graph analytics with Raphtory, covering social networks, time-based graphs, and advanced features like historical properties and query languages.

• YouTube
• 1 hour 2 minutes
• Self-Paced
• Free Video

Alan Turing Institute

Deep Learning for Scientific Computing - Two Stories on the Gap Between Theory & Practice - Ben Adcock

Explores deep learning in scientific computing, highlighting limitations and recent theoretical advancements in high-dimensional function approximation and inverse problems for imaging, aiming to bridge the gap between theory and practice.

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

Alan Turing Institute

What Were You Thinking? Decision Theory as Coherence Test - Prof. Itzhak Gilboa

Explore decision theory as a coherence test, examining assumptions, Bayesian justification, and geometric interpretation. Gain insights into max mean expected utility and practical applications.

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

Alan Turing Institute

Theory and Methods Challenges in Counterfactual Prediction - Karla Diaz-Ordaz

Explore causal inference in AI prediction, enhancing algorithms with 'what if' capabilities for decision-making and fairness. Learn about counterfactual prediction challenges and methodologies.

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

Alan Turing Institute

Can Learning Theory Resist Deep Learning? - Francis Bach, INRIA

Exploring global convergence of gradient descent in non-convex optimization for deep learning, highlighting challenges in bridging theory and practice in machine learning algorithms.

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

Alan Turing Institute

Alan Turing and the Other Theory of Computing and Can a Machine Be Conscious?

Explore Turing's lesser-known 1948 paper on numerical computation and its impact on complexity theory. Discover how it unifies two major traditions in computational theory.

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

Alfredo Canziani

Graph Convolutional Networks - GCNs

Explore Graph Convolutional Networks (GCNs), their connection to CNNs, and implementation using PyTorch and DGL. Learn about tensors on vertices and edges, residual gated GCNs, and domain sparsity.

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

Alfredo Canziani

Speech Recognition and Graph Transformer Networks

Explore modern speech recognition techniques, including connectionist temporal classification, beam search decoding, and Graph Transformer Networks, with expert insights and practical applications.

• YouTube
• 1 hour 55 minutes
• Self-Paced
• Free Video

Alfredo Canziani

Graph Convolutional Networks - GCNs

Explore Graph Convolutional Networks: from traditional ConvNets to spectral and spatial approaches. Learn architectures, implementations, and applications of GCNs in this comprehensive lecture.

• YouTube
• 2 hours
• Self-Paced
• Free Video

Institute for Advanced Study

Operator Scaling via Geodesically Convex Optimization, Invariant Theory and Polynomial Identity Testing - Yuanzhi Li

Explore geodesically convex optimization, invariant theory, and polynomial identity testing in this advanced seminar on operator scaling, featuring key theorems and proofs.

• YouTube
• 1 hour 41 minutes
• Self-Paced
• Free Video

Mineralogical Society of America

At the Top of Mt. Fuji - Uniting Theory and Observations of Oxygen Triple Isotope Systematics

Explore oxygen triple isotope systematics through theory and observations, uniting molecular insights with practical applications in geochemistry and beyond.

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