Federated Learning Courses and Certifications

Simons Institute

Federated and Collaborative Learning - Session 3

Explore cutting-edge advancements in federated and collaborative learning, including local training methods, online learning with bandit feedback, and insights from leading researchers in the field.

• YouTube
• 1 hour 2 minutes
• On-Demand
• Free Video

Simons Institute

Survey on Optimization in Federated Learning

Explore optimization techniques in Federated Learning, focusing on collaborative approaches and their applications in distributed machine learning environments.

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

IEEE

Back to the Drawing Board - A Critical Evaluation of Poisoning Attacks on Federated Learning

Critical evaluation of poisoning attacks on federated learning, examining threat models, attack types, and robustness across different FL settings. Insights for researchers and practitioners in secure machine learning.

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

Federated Learning All-in-One Box

Explore federated learning architecture, deployment workflows, and practical demonstrations using Microshift for decentralized machine learning applications.

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

Federated Learning in 5G C-V2X

Explore federated learning in 5G C-V2X, covering network requirements, autonomous vehicle architecture, challenges, and practical applications through a demo and Q&A session.

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

Open Data Science

AI Singapore's Journey into the World of Federated Learning

Explore AI Singapore's Synergos system for federated learning, a privacy-preserving technique that trains models across decentralized parties without exchanging data, addressing privacy concerns and regulatory compliance.

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

FedLess - Secure and Scalable Serverless Federated Learning

Explore serverless federated learning with FedLess, addressing scalability and security challenges in collaborative model training across distributed clients using cloud platforms.

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

BIMSA

Federated Learning for Nonparametric Function Estimation - Framework and Optimality

Explore federated learning for nonparametric regression, focusing on statistical optimality, privacy preservation, and the balance between accuracy and data protection in distributed settings.

• YouTube
• 1 hour 5 minutes
• On-Demand
• Free Video

Toronto Machine Learning Series (TMLS)

Federated Learning: Unlocking the Value of Distributed Data

Explore federated learning to leverage distributed data for robust machine learning models without centralizing sensitive information. Learn benefits, challenges, and practical applications.

• YouTube
• 1 hour 35 minutes
• On-Demand
• Free Video

Toronto Machine Learning Series (TMLS)

Federated Learning in Production: Enabling AI Training with Data Privacy

Explore federated learning's applications, benefits, and implementation requirements for AI training on edge devices with data privacy.

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

Toronto Machine Learning Series (TMLS)

Federated Learning in Production: Enabling AI Training with Data Privacy

Explore federated learning's applications, benefits, and implementation requirements for AI training on edge devices with data privacy.

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

Toronto Machine Learning Series (TMLS)

OpenFL - A Federated Learning Project to Power and Secure Your Projects

Discover OpenFL: Secure federated learning framework for collaborative model training without sharing sensitive data. Adopt, contribute, and enhance AI projects with privacy-preserving techniques.

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

USC Information Sciences Institute

Federated Learning and Integration of Biomedical Data

Explore federated learning for secure biomedical data collaboration, integrating data harmonization and imputation techniques. Discover applications in neuroimaging tasks.

• YouTube
• 1 hour 3 minutes
• On-Demand
• Free Video

GAIA

Advancing Private Federated Learning - Insights and Innovations from Research

Explore private federated learning techniques, challenges, and real-world applications. Gain insights into Apple's implementation and learn how to start research using open-source tools.

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

GAIA

Federated Machine Learning: A Scalable, Privacy-Preserving Approach Ready for Production

Explore federated machine learning for privacy-preserving data analysis in production environments. Learn core concepts, features, and real-world use cases for regulated datasets in distributed settings.

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