Graph Theory Courses

Regression Analysis - Theory and Applications in Finance - Lecture 11

Explore advanced regression techniques including ridge, lasso, and principal components methods with applications to ETF analysis and Capital Asset Pricing Model validation.

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

Linear Algebra (cont.) - Probability Theory - Lecture 4

Master linear algebra concepts like eigenvalues and SVD, then explore probability theory fundamentals including distributions and covariance for finance applications.

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

Basic Group Theory - Lecture 11

Explore fundamental group theory concepts including group definitions, subgroups, cosets, and Lagrange's theorem, culminating in a proof of Fermat's little theorem.

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

Applications of the Large Sieve to Number Theory - Lecture 7

Explore the Bombieri-Vinogradov theorem and how the large sieve method reveals patterns in prime number distribution across different modular classes in advanced number theory.

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

Contagious Structure in Projection Theory - Lecture 11

Explore algebraic structure in exceptional directions within projection theory through advanced mathematical analysis and theoretical frameworks.

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

Sum-Product Theory - Lecture 10

Explore sum-product theory and additive number theory tools in this advanced mathematics lecture from MIT's Projection Theory course.

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

Introduction to Projection Theory - Lecture 01

Discover the fundamental questions and goals of projection theory, focusing on the exceptional set problem in this introductory MIT mathematics lecture.

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

Projection Theory in Euclidean Space - Lecture 3

Explore fundamental projection theory methods adapted for Euclidean space, examining multiple scales and their mathematical applications in this advanced mathematics lecture.

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

Fundamental Methods of Projection Theory - Lecture 2

Explore two fundamental methods for studying projections: Kaufman and Falconer's double counting technique and Fourier analysis approach from the 1960s-70s.

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

Theory and application of data science

Gain insights into data science fundamentals through hands-on exploration of data types, visualization, regression, classification, and clustering algorithms, with emphasis on practical applications in humanities and social sciences.

• XuetangX
• Self-Paced
• Free Online Course

Discriminative Prototype Selection for Graph Embedding

Explore graph embedding techniques, focusing on discriminative prototype selection methods for improved graph representation and matching in various applications.

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

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

Discover system-aware algorithm design for scalable, privacy-preserving graph learning in this technical presentation by H. Yin from University of Central Florida.

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

Graph Artificial Intelligence for Multi-Modal Biomedical Data

Explore graph AI techniques for integrating and analyzing diverse biomedical datasets to advance healthcare research and clinical applications.

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

Information Theory

Delve into information theory with renowned expert Prof. Ye Jianhong, exploring Shannon's theory, source models, channel capacity, and coding techniques through theoretical foundations and practical applications.

• XuetangX
• Self-Paced
• Free Online Course

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