Graph Theory Courses

SF Python

Craft Complex Mock Data Using Graph-Based Configuration Files

Master the creation of complex, interconnected mock datasets using Python's graph-data-generator package through JSON configuration files for more efficient development and testing workflows.

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

DSDSD - Dutch Seminar on Data Systems Design

Stardog Query Optimizer - Join Ordering and Cardinality Estimations for Graph Queries

Delve into query optimization techniques for graph databases, focusing on join ordering and cardinality estimations in Stardog's architecture, with insights from Pavel Klinov's extensive experience in query engine development.

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

Bogolyubov Institute for Theoretical Physics

Quantum van der Waals Theory of Nuclear Matter with Quarkyonic Phase

Dive into quantum van der Waals theory and its application to nuclear matter, exploring the quarkyonic phase in theoretical physics through advanced mathematical frameworks and models.

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

Raman Research Institute

Stringing Madhava's Pi - A Quantum Field Theory Perspective

Delve into quantum field theory's connection to Madhava's historical calculation of pi, exploring mathematical principles and their modern theoretical physics applications.

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

Raman Research Institute

Phase Transitions and Renormalization Group - Lectures 3 and 4: Breakdown of Landau Theory and 1D Ising Model

Delve into advanced physics concepts exploring Landau Theory breakdown, 1D Ising Model applications, and fundamental principles of decimation and flows in phase transitions.

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

Raman Research Institute

Landau Mean Field Theory and Dimensional Analysis - Lecture 2

Delve into advanced concepts of phase transitions through Landau mean field theory and dimensional analysis, exploring fundamental principles of statistical mechanics and critical phenomena.

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

Raman Research Institute

Linear Cosmological Perturbation Theory - Lecture 5

Delve into cosmological perturbation theory and explore the physics of inflation and reheating through advanced mathematical frameworks and theoretical concepts.

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

Raman Research Institute

Optical Tweezer Phonon Laser - Theory and Applications in Levitated Optomechanics

Delve into advanced levitated optomechanics research, exploring cooling theories and phonon lasing in nanoparticles through optical tweezers, presented by award-winning physicist Mishkat Bhattacharya.

• YouTube
• 1 hour 4 minutes
• Self-Paced
• Free Video

Discover AI

KGARevision: A Knowledge Graph-Based Agent for Medical AI Question Answering

Discover how Harvard's KGARevion agent combines knowledge graphs with LLMs to enhance medical AI reasoning, focusing on complex medical interactions and improved retrieval methods.

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

Discover AI

Neuro-Symbolic Graph Reasoning and Knowledge Graph Analysis - From Theory to Implementation

Explore neuro-symbolic AI frameworks and graph-based reasoning through practical examples, from biomedical research applications to Python implementations and logical rule learning.

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

Discover AI

AI Strategy Optimization Using Monte Carlo Tree Search - From Theory to Implementation

Explore Monte Carlo Tree Search algorithms and their application in AI decision-making, from basic principles to practical implementations in healthcare and financial forecasting.

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

Discover AI

Multi-Agent AI Systems: From Imitation Learning to Markov Game Theory

Explore advanced game theory concepts in multi-agent AI systems, covering investment strategies, cybersecurity applications, and the evolution from reinforcement learning to imitation learning frameworks.

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

Discover AI

Five Strategies to Enhance LLM Reasoning Capabilities - From Chain to Hybrid-Graph Abstraction

Discover five powerful strategies to enhance LLM reasoning capabilities, from Chain-of-Thoughts to Hybrid-Graph-Abstraction, using practical traffic system optimization examples.

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

Discover AI

DSPy Combined with Graph Optimizer in PyG - Multi-Hop RAG Implementation

Explore DSPyG's innovative approach to multi-hop RAG implementation, combining DSPy with graph optimization for enhanced AI research capabilities using minimal computational resources.

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

Discover AI

Stable Diffusion XL Theory and Code with Shape-Shifting ControlNet

Dive into the advanced mechanics of SDXL and ControlNet, exploring text-to-image diffusion models and shape-shifting techniques for synthetic image manipulation.

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