Graph Theory Courses

Externalities in Theory and Practice - Lecture 3

Examines externalities through climate change and forest fires, connecting economic theory with practical examples.

• YouTube
• 1 hour 14 minutes
• Self-Paced
• Free Video

Social Insurance Theory - Lecture 10

Examines social insurance theory through the lens of inequality and government transfer programs.

• YouTube
• 1 hour 18 minutes
• Self-Paced
• Free Video

Externalities in Theory - Lecture 2

Examines externalities through their connections to public goods, social insurance, and taxation.

• YouTube
• 1 hour 17 minutes
• Self-Paced
• Free Video

Public Goods Theory, Optimality, and Pricing - Lecture 5

Examines public goods theory through questions of optimal provision and pricing.

• YouTube
• 1 hour 19 minutes
• Self-Paced
• Free Video

Graph Neural Networks - Architectures and Message Passing - Lecture 5

Explores graph neural networks through their connections to MLPs and CNNs, message passing, and limits on expressive power.

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

Approximation Theory - Lecture 3

How well can a deep neural network approximate a function? This lecture examines universal approximation, Barron’s theorem, and whether depth increases expressive power.

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

Generalization Theory - Overparameterization, Double Descent, and Inductive Biases - Lecture 6

Examines how overparameterized deep networks can generalize, and what double descent and the limits of VC dimension reveal about that behavior.

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

Representation Learning - Theory - Lecture 13

Examines how architectural inductive biases shape representation learning, including the connection between neural networks and Gaussian processes.

• YouTube
• 1 hour 15 minutes
• Self-Paced
• Free Video

Graphic Design Theory - Color & Contrast

1141 ratings at Udemy

Use Color And Contrast Masterfully In Your Design Projects

• Udemy
• 1 hour 25 minutes
• Self-Paced
• Paid Course

Theory and application of data science

An English-taught, principle-first introduction to data science that builds data-driven thinking through exploratory analysis, visualization, modeling, and evaluation for humanities and social science students.

• XuetangX
• Self-Paced
• Free Online Course

Towards Scalable and Privacy-Preserving Graph Learning via System-aware Algorithm Design

A research talk on designing graph learning algorithms with system constraints to improve scalability and privacy.

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

Graph Artificial Intelligence for Multi-Modal Biomedical Data

The talk focuses on using graph artificial intelligence with multi-modal biomedical data.

• YouTube
• 1 hour 3 minutes
• Self-Paced
• Free Video

Information Theory

以香农信息论为基础，系统讲解熵、信道容量与信源编码，并联系实际传输系统。

• XuetangX
• Self-Paced
• Free Online Course

London School of Economics and Political Science

Statistics 2 Part 1: Probability and Distribution Theory

The third in a series of four courses which help you to master statistics fundamentals and build your quantitative skillset for progression in high-growth careers, or to use as step towards further st

• edX
• 5 weeks, 12-15 hours a week
• Self-Paced
• Free Online Course (Audit)

The Theory of Everything: The Quest to Explain All Reality

257 ratings at The Great Courses Plus

Do you like a good detective story? Join a renowned scientist trying to solve nature's ultimate mystery.

• The Great Courses Plus
• 12 hours 29 minutes
• Self-Paced
• Free Trial Available