Graph Theory Courses

Docker

Container Security - Theory & Practice at Netflix

Explore Netflix's container security journey, covering theory, architecture, and practical lessons learned as container usage rapidly expanded across the organization.

• YouTube
• 35 minutes
• Self-Paced
• Conference Talk

Docker

Container Orchestration from Theory to Practice

Explore container orchestration concepts and practical implementation with Docker experts, covering consistency, communication, and real-world demonstrations.

• YouTube
• 44 minutes
• Self-Paced
• Conference Talk

GDC

Intrinsically Motivated Teams - Applying Self-Determination Theory

Explore how Self-Determination Theory can create high-performing, satisfied teams in game development, with insights from DeepMind's Alexandre Moufarek.

• YouTube
• 27 minutes
• Self-Paced
• Conference Talk

GDC

Environment Design as Spatial Cinematography - Theory and Practice

Explore spatial cinematography in game design through GTA V Online examples, covering composition, depth, shapes, leading lines, and more for effective environment creation.

• YouTube
• 58 minutes
• Self-Paced
• Conference Talk

Association for Computing Machinery (ACM)

Personas and Behavioral Theories - A Case Study Using Self-Determination Theory to Construct Overweight Personas

Explore how Self-Determination Theory enhances persona creation for designing a digital weight loss coach, offering insights into user motivation and behavior change.

• YouTube
• 26 minutes
• Self-Paced
• Conference Talk

IEEE

Dichotomy for Graph Homomorphisms with Complex Values on Bounded Degree Graphs

Explore complex-valued graph homomorphisms on bounded degree graphs, examining partition functions, dichotomy, and key theoretical concepts in computational complexity.

• YouTube
• 25 minutes
• Self-Paced
• Conference Talk

Mecharithm - Robotics and Mechatronics

Forward Kinematics in Robotics Using Screw Theory - Matlab Code & Great Demos

Learn forward kinematics using screw theory and product of exponentials formula. Explore applications on planar, UR5e, and SCARA robots with MATLAB demonstrations and practical examples.

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

IEEE

Theory and Practice of Finding Eviction Sets

Explores efficient algorithms for finding minimal eviction sets in cache attacks, improving speed and practicality through threshold group testing techniques and rigorous empirical evaluation.

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

IEEE

Algorithmic Transparency via Quantitative Input Influence - Theory and Experiments with Learning Systems

Exploring quantitative input influence measures to enhance algorithmic transparency in machine learning systems, with applications in decision-making, oversight, and privacy-preserving transparency reports.

• YouTube
• 26 minutes
• Self-Paced
• Conference Talk

IEEE

LinkTeller: Recovering Private Edges from Graph Neural Networks via Influence Analysis

Explore techniques for recovering private edges in graph neural networks through influence analysis, addressing privacy risks in vertically partitioned graph data.

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

IEEE

Real-World Snapshots vs. Theory - Questioning the t-Probing Security Model

Explore the limitations of the t-probing security model through real-world laser logic state imaging, examining its implications for configurable logic and image extraction.

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

IEEE

AdGraph: A Graph-Based Approach to Ad and Tracker Blocking

Innovative graph-based machine learning approach for detecting online ads and trackers, offering improved accuracy and performance compared to traditional filter list methods.

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

USENIX

GraphX - Graph Processing in a Distributed Dataflow Framework

Explore GraphX, a graph processing framework built on Apache Spark, offering performance comparable to specialized systems while enabling broader computational capabilities and fault tolerance.

• YouTube
• 26 minutes
• Self-Paced
• Conference Talk

USENIX

TAO - Facebook’s Distributed Data Store for the Social Graph

Explore Facebook's TAO, a distributed data store designed for efficient social graph access. Learn about its architecture, API, and how it handles billions of reads and millions of writes per second.

• YouTube
• 28 minutes
• Self-Paced
• Conference Talk

USENIX

Control Theory for SRE

Learn to create a PID controller for autoscaling Kubernetes deployments, ensuring smooth scaling based on custom targets. Explore control theory principles and their application in SRE practices.

• YouTube
• 26 minutes
• Self-Paced
• Conference Talk