Graph Analysis Courses and Certifications

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
• On-Demand
• Free Video

Society for Industrial and Applied Mathematics

High-Performance Matrix-Based Graph Analysis

Explore cutting-edge matrix-based graph analysis techniques for large-scale networks through four expert talks covering hypersparse matrices, GraphBLAS, SparseBLAS, and Arachne framework.

• YouTube
• 2 hours 3 minutes
• On-Demand
• Free Video

Alfredo Canziani

Graph Convolutional Networks - GCNs

Explore Graph Convolutional Networks: from traditional ConvNets to spectral and spatial approaches. Learn architectures, implementations, and applications of GCNs in this comprehensive lecture.

• YouTube
• 2 hours
• On-Demand
• 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
• On-Demand
• Free Video

Prodramp

Understanding Graph Neural Networks - Part 1

Comprehensive introduction to Graph Neural Networks, covering fundamentals, mathematics, and practical implementation using NetworkX and PyG. Ideal for beginners seeking hands-on experience with GNNs.

• YouTube
• 1 hour 55 minutes
• On-Demand
• Free Video

Applied Algebraic Topology Network

Unsupervised Features Learning for Sampled Vector Fields

Explore innovative techniques for analyzing sampled vector fields using graph structures and unsupervised learning, revealing hidden features correlated with known dynamics in analytical models.

• YouTube
• 1 hour 1 minute
• On-Demand
• Free Video

Hausdorff Center for Mathematics

Clara Stegehuis- Optimization-Based Analysis of Random Graphs I

Explore random graph models, focusing on power-law degree distributions and optimization-based methods to analyze network properties and underlying geometries.

• YouTube
• 59 minutes
• On-Demand
• Free Video

CSE 8803 Special Topics: Big Data

In this course, we introduce the characteristics of medical data and associated data mining challenges on dealing with such data. We cover various algorithms and systems.

• Udacity
• 8 hours
• On-Demand
• Free Online Course

Scala Days Conferences

Large Scale Graph Analysis Using Scala and Akka

Explore large-scale graph analysis using Scala and Akka. Learn architecture, implementation, and optimization techniques for processing big data with graph structures and stream outputs.

• YouTube
• 33 minutes
• On-Demand
• Conference Talk

USENIX

GraphAce - Secure Two-Party Graph Analysis Achieving Communication Efficiency

Discover GraphAce, a breakthrough secure two-party graph analysis framework that eliminates edge-related network traffic and achieves up to 99.99% communication savings.

• YouTube
• 18 minutes
• On-Demand
• Free Video

Algebra: Elementary to Advanced - Functions & Applications

195 ratings at Coursera

Learn to apply functions to model real-world data, covering linear, quadratic, and other common functions. Develop problem-solving skills through algebraic and analytic techniques, graph interpretation, and practical applications.

• Coursera
• 5 hours 42 minutes
• On-Demand
• Paid Course

Precalculus: Relations and Functions

224 ratings at Coursera

Explore relations and functions, building foundational math skills for modeling and data analysis. Covers linear, quadratic, exponential, and logarithmic functions with real-world applications and exercises.

• Coursera
• 11 hours 32 minutes
• On-Demand
• Paid Course

Advanced Network Analysis and Incident Response

Master advanced network analysis techniques and incident response protocols using GOTS/COTS tools, while learning to implement NIST and SANS frameworks for effective cybersecurity threat detection and management.

• Coursera
• 1 day 22 hours 10 minutes
• On-Demand
• Paid Course

IELTS Academic Writing Part 1 - Graphs and Tables

139 ratings at Udemy

Write a Band 7+ Essay for IELTS Task 1 in less than 5 hours (60 page study guide included!)

• Udemy
• 4 hours 41 minutes
• On-Demand
• Paid Course

6th Grade Math

Comprehensive review of essential math concepts, including number theory, operations, graphs, equations, geometry, and problem-solving strategies for 6th graders.

• Study.com
• 15 hours 4 minutes
• On-Demand
• Paid Course