Graph Theory Courses

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

Python Engineer

Autoencoder in PyTorch - Theory & Implementation

Learn to implement Autoencoders in PyTorch, covering theory, data loading, simple and CNN architectures, training loops, and image plotting. Gain practical deep learning skills through hands-on coding.

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

Meta

Exploring the Power of the Places Graph

Explore the Places Graph: Access data on 140M+ global locations to create location-aware app experiences, powering apps like Facebook and Instagram.

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

Meta

Building Open Graph into Native Mobile Apps

Learn to integrate Open Graph actions in mobile apps using Native Share Dialog and Object API, enhancing user engagement and social sharing capabilities.

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

Envato Tuts+

Create an Interactive Animated Bar Graph with Cinema 4D and Xpresso - 2

Learn to create dynamic 3D bar graphs using Cinema 4D's Xpresso and Mograph, automating value-based changes for efficient data visualization in just 34 minutes.

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

Envato Tuts+

Create an Interactive Animated Bar Graph with Cinema 4D and Xpresso - Part 1

Learn to create dynamic 3D bar graphs in Cinema 4D using Xpresso and Mograph, with automatic updates based on custom settings. Master interactive data visualization techniques.

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

Institute for Advanced Study

Scattering Amplitudes in Gauge Theory as Chiral Algebra Correlators - Kevin Costello

Explore gauge theory scattering amplitudes as chiral algebra correlators, connecting to celestial holography and deriving expressions for form factors using innovative mathematical approaches.

• YouTube
• 1 hour 23 minutes
• Self-Paced
• Free Video

Institute for Advanced Study

Fluid Equations - Regularity and Kolmogorov’s Turbulence Theory

Explore fluid dynamics, Navier-Stokes equations, and Kolmogorov's turbulence theory. Gain insights into regularity results and mathematical confirmations of phenomenological theories.

• YouTube
• 1 hour 5 minutes
• Self-Paced
• Free Video

Institute for Advanced Study

Gauge Theory and the Analytic Approach to Geometric Langlands - Edward Witten

Explore gauge theory's role in geometric Langlands correspondence, comparing categorical and analytic approaches through quantum states, operators, and gauge theory interpretations.

• YouTube
• 1 hour 1 minute
• Self-Paced
• Free Video

Institute for Advanced Study

Representation Theory & Combinatorics of the Symmetry Group and Related Structures - Monica Vazirani

Explore symmetry group representation theory and combinatorics, focusing on cycle notation, permutations, and linearization techniques for advanced mathematical analysis.

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

Institute for Advanced Study

Twisted Topological Tangles or- The Knot Theory of Knitting - Elisabetta Matsumoto

Explore the fascinating intersection of knot theory and knitting, delving into topological properties, elasticity, and mathematical models that unravel the complexities of fabric structure.

• YouTube
• 1 hour 8 minutes
• Self-Paced
• Free Video