Graph Theory Courses

Introduction to the Theory of Computing - Stanford

Explore fundamental concepts of theoretical computer science, including automata, computability, and complexity theory, with practical applications and algorithmic fairness.

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

Extending the Theory of ML for Human-Centric Applications

Exploring ML challenges in real-world applications, focusing on data manipulation, multi-objective optimization, and robustness in dynamic environments with human-centric considerations.

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

Information Theory of Deep Learning - Naftali Tishby

Explores the connection between deep learning and information theory, offering new insights into neural network design, generalization, and optimization through an information bottleneck framework.

• YouTube
• 1 hour 25 minutes
• Self-Paced
• Free Video

Graph Analysis of Russian Twitter Trolls Using Neo4j

Explore graph analysis of Russian Twitter trolls using Neo4j. Learn about data collection, NLP, graph algorithms, and visualization techniques to uncover social media influence patterns.

• YouTube
• 1 hour 11 minutes
• Self-Paced
• Free Video

Learning the Structure of EHR with Graph Convolutional Transformer - Edward Choi

Explore graph convolutional transformers for learning EHR structure, combining graph convolution and self-attention for supervised prediction tasks in healthcare analytics and representation learning.

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

Data Compression - Theory and Applications

Master data compression theory and applications, from lossless techniques like Huffman coding to lossy methods including JPEG and modern ML approaches for efficient information representation.

• YouTube
• 23 hours 42 minutes
• Self-Paced
• Free Video

Welcome to Game Theory

16 ratings

Explore game theory's key concepts like equilibrium and rationality, and their applications across disciplines. Gain a conceptual understanding of strategic decision-making in various contexts.

• Coursera
• 20 hours 45 minutes
• Self-Paced
• Paid Course

Applied Social Network Analysis in Python

2722 ratings at Coursera

Explore network analysis using NetworkX, covering connectivity, centrality, and network evolution. Learn to model real-world phenomena as networks and apply analysis techniques to various datasets.

• Coursera
• 1 day 2 hours 11 minutes
• Self-Paced
• Paid Course

Stanford;  The University of British Columbia

Game Theory II: Advanced Applications

10 ratings

Explore advanced game theory concepts including social choice, mechanism design, and auctions. Learn to design strategic interactions for optimal social outcomes in various scenarios.

• Coursera
• 17 hours
• Self-Paced
• Paid Course

Graph Database Fundamentals

8 ratings at Corporate Finance Institute

Graph database structures are useful when the relationships between data are as meaningful and complex as the data itself

• Corporate Finance Institute
• 2 hours 28 minutes
• Self-Paced
• Paid Course

Graph RAG with LangChain and Neo4j

Create more accurate and reliable RAG systems with Graph RAG and hybrid RAG.

• DataCamp
• 3 hours
• Self-Paced
• Free Trial Available

Graph Analytics for Big Data

6 ratings

Explore graph analytics techniques to model, store, and analyze network structures using tools like Neo4j. Learn to apply these skills to real-world data problems and gain insights from complex datasets.

• Coursera
• 11 hours 55 minutes
• Self-Paced
• Paid Course

Theory of City Form

3 ratings

This course covers theories about the form that settlements should take and attempts a distinction between descriptive and normative theory by examining examples of various theories of city form over time.

• MIT OpenCourseWare
• 35 hours
• Self-Paced
• Free Video

Queuing Theory: from Markov Chains to Multi-Server Systems

13 ratings

Learn key mathematical tools necessary to anticipate the performance levels of queueing systems and understand the behavior of other systems that evolve randomly over time.

• edX
• 5 weeks, 3-4 hours/week
• Self-Paced
• Free Online Course

Classical Sociological Theory

13 ratings

Explore influential sociological theories from Marx, Weber, and Durkheim. Analyze classical concepts still relevant today, diving deep into complex texts and ideas that shaped modern social science.

• Coursera
• 12 hours 41 minutes
• Self-Paced
• Paid Course