Cooperative Learning Courses and Certifications

Simons Institute

From Bits to Rounds - Unifying Information-Theoretic Limits and Real-World Efficiency in Discrete Diffusion Language Models and Cultivating a Comet - Collaborative Learning toward Open-World Agents

Explore cutting-edge AI research on discrete diffusion language models and collaborative learning for open-world agents from leading industry experts at Nvidia and Perplexity AI.

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

Simons Institute

Federated and Collaborative Learning Short Talks

Discover cutting-edge research in federated and collaborative learning through expert presentations from leading tech companies and academia.

• YouTube
• 1 hour 8 minutes
• Self-Paced
• Free Video

Simons Institute

Federated Optimization - Part II

Dive into advanced federated optimization techniques and collaborative learning methods in this comprehensive tutorial from KAUST's Peter Richtarik at Simons Institute.

• YouTube
• 1 hour 13 minutes
• Self-Paced
• Free Video

Simons Institute

Federated Optimization - Part I

Discover federated optimization fundamentals with expert insights on distributed machine learning algorithms and collaborative training methods.

• YouTube
• 1 hour 12 minutes
• Self-Paced
• Free Video

Simons Institute

Federated Optimization - Part III

Dive into advanced federated optimization techniques with expert Peter Richtarik in this comprehensive tutorial from the Federated and Collaborative Learning Boot Camp.

• YouTube
• 1 hour 5 minutes
• Self-Paced
• Free Video

Simons Institute

FedOpt for Large Language Models

Explore federated optimization techniques for training large language models in distributed environments while preserving data privacy and efficiency.

• YouTube
• 1 hour
• Self-Paced
• Free Video

Simons Institute

Privacy in Federated and Collaborative Learning - Part I

Discover fundamental privacy concepts and techniques in federated learning environments through expert instruction from leading researchers.

• YouTube
• 1 hour 17 minutes
• Self-Paced
• Free Video

Simons Institute

Privacy in Federated and Collaborative Learning - Part III

Explore advanced privacy techniques in federated and collaborative learning environments with expert insights from leading researchers.

• YouTube
• 1 hour 14 minutes
• Self-Paced
• Free Video

Simons Institute

Privacy in Federated and Collaborative Learning - Part II

Dive into advanced privacy concepts in federated and collaborative learning with expert insights from leading researchers.

• YouTube
• 1 hour 14 minutes
• Self-Paced
• Free Video

Simons Institute

Incentives for Collaborative Learning and Data Sharing - Part I

Explore incentive mechanisms that drive effective collaboration and data sharing in federated learning environments with expert insights from leading researchers.

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

Simons Institute

Incentives for Collaborative Learning and Data Sharing - Part 1b

Explore incentive mechanisms for federated learning and collaborative data sharing in distributed machine learning environments.

• YouTube
• 1 hour
• Self-Paced
• Free Video

Simons Institute

Security in Federated and Collaborative Learning

Explore security challenges and solutions in federated and collaborative learning environments with expert insights from Google's research team.

• YouTube
• 1 hour 8 minutes
• Self-Paced
• Free Video

Simons Institute

Federated and Collaborative Learning Boot Camp

Discover federated and collaborative machine learning techniques with expert insights from Flower/ML Commons in this focused 27-minute presentation.

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

Simons Institute

Federated and Collaborative Learning Boot Camp

Explore federated and collaborative learning techniques in this technical presentation by Google's Adria Gascon at the Simons Institute Boot Camp.

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

Simons Institute

Federated and Collaborative Learning Boot Camp

Discover federated and collaborative learning techniques from Meta's expert in this 36-minute technical presentation covering distributed machine learning approaches.

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