Graph Analysis Courses and Certifications

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 Online Course

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 Online Course

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 Online Course

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 Online Course

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 Online Course

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 Online Course

Algebra: Elementary to Advanced - Functions & Applications

148 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
• Free Online Course (Audit)

Precalculus: Relations and Functions

199 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
• Free Online Course (Audit)

IELTS Academic Writing Part 1 - Graphs and Tables

137 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

Big Data Analytics in Healthcare

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 weeks
• On-Demand
• Free Online Course

GreeneMath.com

Inverse Trigonometric Functions - Evaluating the Composition of Inverse Trigonometric Functions

Explore inverse trigonometric functions, their graphs, and domain restrictions. Learn to evaluate compositions and solve problems involving arcsin, arccos, arctan, and other inverse trig functions.

• YouTube
• 36 minutes
• On-Demand
• Free Online Course

Insights into Mathematics

The Ubiquity of ADE Graphs, and the Mutation and Numbers Games - Math Seminars

Explore ADE graphs' mathematical significance, mutation games, and connections to advanced fields like Lie algebra, root systems, and physics in this insightful seminar on combinatorial structures.

• YouTube
• 51 minutes
• On-Demand
• Free Online Course

Insights into Mathematics

Limits and Rational Poly On-Sequences - Real Numbers + Limits Math Foundations | N J Wildberger

Explore rational polynumbers, infinite sequences, and the concept of infinity in mathematics. Learn about factorizations, limiting behaviors, and the delicate nature of associating sequences with rational functions.

• YouTube
• 48 minutes
• On-Demand
• Free Online Course

Krista King

AP Calculus AB and BC - Unit 1 Review - Limits and Continuity

Comprehensive review of limits and continuity for AP Calculus AB/BC, covering key concepts, theorems, and problem-solving techniques with clear explanations and examples.

• YouTube
• 1 hour 8 minutes
• On-Demand
• Free Online Course