Graph Theory Courses

MITCBMM

Statistical Learning Theory and Applications - Class 7

Explore statistical learning theory, covering least squares, gradient descent, regularization, and induction, with insights into historical context and practical applications.

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

MITCBMM

Learning & Cortex - I-Theory

Explore principles of data representation, invariance, and selectivity in deep neural networks, focusing on convolutional architectures and their theoretical foundations.

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

MITCBMM

M-Theory

Explore M-theory's core concepts, invariant representations, and biological predictions with MIT's Tomaso Poggio in this comprehensive lecture.

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

MITCBMM

Towards a System-Level Theory of Computation in the Visual Cortex

Explore computational models of visual processing in primate cortex, combining neuroscience and AI to understand perception and develop advanced computer vision systems.

• YouTube
• 1 hour 9 minutes
• Self-Paced
• Free Video

MITCBMM

Theories for Intelligence - Lorenzo Rosasco: Learning Theory

Explore machine learning fundamentals, learning theory, and supervised learning techniques like nearest neighbor algorithms, with practical exercises and mathematical insights.

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

MITCBMM

Reflexive Theory of Mind Reasoning in Games

Explore reflexive theory-of-mind reasoning in games, examining how players build predictive mental models of co-players based on experience and context, challenging traditional game-theoretic assumptions.

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

Mastering Neo4j Graph Database Certification Training

Learn Cypher query language, model data into graphs, and gain Neo4j certification through live tutorials covering basics to advanced topics and production use.

• Edureka
• Self-Paced
• Paid Course

Academic Lesson

Number Theory Full Course - A to Z

Comprehensive exploration of number theory, covering fundamental concepts, theorems, and applications. Ideal for learners seeking in-depth understanding of integer properties and advanced mathematical principles.

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

Krista King

Graph Lines - How To

Comprehensive guide to graphing lines, covering slope calculation, equation forms, and graphing techniques for various line types. Ideal for mastering fundamental concepts in linear algebra.

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

The Julia Programming Language

A Mathematical Look at Electronic Structure Theory - JuliaCon 2021 Workshop

Explore density-functional theory and numerical techniques for solving it using Julia. Learn about discretization, solution algorithms, and practical implementation with hands-on coding exercises.

• YouTube
• 3 hours 1 minute
• Self-Paced
• Free Video

Australian Water School

Theory vs Practice - The Challenges of Flood Risk Management

Explore best practices in flood risk management, balancing theory and practical constraints. Learn to develop fit-for-purpose methodologies for effective floodplain management and informed decision-making.

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

GreeneMath.com

How to Graph Sine and Cosine with Transformations

Learn to graph sine and cosine functions with various transformations, including vertical/horizontal stretches, compressions, shifts, and phase shifts. Master key concepts for trigonometric graphing.

• YouTube
• 1 hour 7 minutes
• Self-Paced
• Free Video

statisticsmatt

Statistical Theory

Explore advanced statistical concepts, proofs, and applications using R, covering topics from probability distributions to matrix properties and confidence intervals.

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

statisticsmatt

Nonparametric Theory

Explore advanced nonparametric statistical methods, including sign tests, rank correlations, and order statistics, with practical applications and theoretical proofs.

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

Ryan O'Donnell

Dinur's PCP- Degree-Reduction, Expanderizing, Mini-PCP - Lecture 27c of CS Theory Toolkit

Explore Dinur's PCP Theorem proof, covering degree-reduction, expanderizing, and alphabet-reduction in theoretical computer science. Gain insights into advanced concepts for research in computational complexity.

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