Graph Embeddings Courses and Certifications

ArangoDB

Graph Embeddings with AQL for Product Recommendations - Session 2.6

Discover how to generate Amazon product recommendations using graph embeddings and AQL, with practical demonstrations of industrial applications and machine learning pipelines.

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

UofU Data Science

Graph Embeddings - MDS, Laplacians, and Graph Neural Networks - L23

Explore graph embeddings through MDS, Laplacians, and Graph Neural Networks while examining the ethics of embedding technologies in data science applications.

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

BIMSA

Heterogeneous Graph Neural Network for Representation Learning

Explore heterogeneous graph neural networks for effective representation learning in complex graphs with diverse node types, edge types, and associated content.

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

Fields Institute

A Short Journey Through Graph Embedding Techniques - Part 2

Explore advanced graph embedding techniques, their applications, and recent developments in network analysis and machine learning.

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

Fields Institute

A Short Journey Through Graph Embedding Techniques - Part 1

Explore graph embedding techniques with Mario Rosario Guarracino, covering fundamental concepts and applications in complex network analysis.

• YouTube
• 1 hour 24 minutes
• On-Demand
• Free Video

Open Data Science

Graph Embeddings - Ways Your AI Can Learn From Your Connected Data - Nicolas Rouyer

Explore five ways AI can leverage graph embeddings to extract insights from connected data, enhancing machine learning algorithms and unlocking hidden patterns in complex relationships.

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

Data Science Festival

Graph Machine Learning: Enhancing ML with Network Graphs and Embeddings

Explore graph-based machine learning techniques to enhance data analysis and uncover hidden relationships in your datasets. Learn to leverage network graphs for improved model performance.

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

Applied Algebraic Topology Network

Topological Node2vec: Improving Graph Embeddings with Persistent Homology

Exploring persistent homology to enhance graph embeddings, combining topology with machine learning for improved data analysis and representation in complex networks.

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

UofU Data Science

Graph Embeddings - Lecture 25

Explore graph embeddings from MDS and Laplacian-based approaches to DeepWalk, with insights on word vector embeddings and bias in this comprehensive lecture.

• YouTube
• 1 hour 26 minutes
• On-Demand
• Free Video

Biais et discrimination en IA

Explorez les aspects techniques et sociaux des biais, de la discrimination et de l'équité dans l'IA, en mettant l'accent sur les impacts liés au sexe, à la race et à la situation socio-économique dans les modèles prédictifs.

• edX
• 4 weeks, 5-6 hours a week
• On-Demand
• Free Online Course (Audit)

IEEE Signal Processing Society

Graph Adjacency Spectral Embeddings - Algorithmic Advances and Applications

Explore algorithmic advances and applications of graph adjacency spectral embeddings, focusing on data science and signal processing innovations in network analysis and representation learning.

• YouTube
• 1 hour 13 minutes
• On-Demand
• Free Video

Association for Computing Machinery (ACM)

Lightweight Embeddings for Graph Collaborative Filtering - SIGIR 2024

Explore lightweight embeddings for graph collaborative filtering in recommender systems, enhancing efficiency and performance in user-item interactions.

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

Association for Computing Machinery (ACM)

Untargeted Adversarial Attack on Knowledge Graph Embeddings

Explore advanced techniques for executing untargeted adversarial attacks on knowledge graph embeddings, focusing on privacy and security implications in federated learning environments.

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

Institute for Advanced Study

Maximal Mumford Curves and Graph Embeddings in Real Algebraic Geometry

Explore the geometric properties of MM-curves, focusing on real stable curves, hyperplane arrangements, and graph embeddings in relation to Mumford curves and their deformations.

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

TIMME: Twitter Ideology-detection via Multi-task Multi-relational Embedding

Explore advanced techniques for detecting ideological leanings in social media through multi-task learning and graph embedding methods focused on Twitter data analysis.

• XuetangX
• On-Demand
• Free Online Course