Federated Learning Courses and Certifications

Intro to Federated Learning

12 ratings at Coursera

Discover how to train AI models across distributed devices without sharing data using Flower framework, exploring privacy-preserving techniques and LLM fine-tuning methods.

• Coursera
• 1 hour 30 minutes
• On-Demand
• Paid Course

Federated Learning in Medicine - Breaking Down Silos to Advance Medical Research

Explore federated learning's potential to revolutionize medical research by breaking data silos, enhancing privacy, and fostering collaboration across healthcare institutions.

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

Generalization and Personalization in Federated Learning - Karan Singhal

1 review

Explore generalization and personalization in federated learning, focusing on medical AI applications. Insights on improving model performance across diverse data distributions and healthcare settings.

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

TensorFlow

Federated Learning - Machine Learning on Decentralized Data

1 review

Explore federated learning for privacy-preserving machine learning on decentralized data. Learn about its implementation in Google products and simulation using TensorFlow Federated.

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

TensorFlow

Federated Learning - Basics and Application to the Mobile Keyboard

Explore federated learning basics and its application to mobile keyboards, covering practical implementation and real-world use cases in this informative tech talk.

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

IEEE Signal Processing Society

Federated Learning in Big Data Over Networks

Explore federated learning techniques for big data networks, focusing on distributed algorithms and privacy-preserving methods in large-scale data analysis.

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

Google TechTalks

Federated Learning with Formal User-Level Differential Privacy Guarantees

Explore federated learning with user-level differential privacy guarantees. Discover scalable algorithms for industrial workloads in data privacy and machine learning.

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

Google TechTalks

Federated Learning and Analytics at Google - Workshop Introduction

Explore federated learning and analytics at Google, focusing on privacy principles, data minimization, and innovative techniques for decentralized machine learning.

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

Association for Computing Machinery (ACM)

Preserving Data Privacy in Federated Learning - Xiaokui Xiao

1 review

Explore privacy-preserving techniques in federated learning, including differential privacy, model privacy, and vertical factory learning, with insights on future developments and challenges.

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

TheIACR

Federated Learning with Formal User-Level Differential Privacy Guarantees

Explore federated learning with differential privacy guarantees, covering key concepts, challenges, and algorithms like DP-SGD and DP-FTRL, with insights on privacy-utility trade-offs and future directions.

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

Federated Learning - Unlocking the Value of Discrete Data for Enterprise

Explore federated learning's potential for enterprise collaboration, data privacy, and value extraction. Learn about FATE and OpenFL frameworks, and discover FedLCM for multi-cloud orchestration.

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

OpenFL: A Federated Learning Framework for Secure Collaborative Model Training

Explore OpenFL, a Python framework for federated learning that enables collaborative model training without sharing sensitive data. Learn its features, applications, and security benefits.

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

Simons Institute

Federated and Collaborative Learning - Session 2

Explore cutting-edge research in federated learning, collaborative AI, and privacy-preserving data analysis with expert talks on fast mean estimation and stable covariance techniques.

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

Simons Institute

Federated and Collaborative Learning - Session 1

Explore cutting-edge topics in federated learning, including data valuation, privacy, uncertainty quantification, and scaling to foundation models, presented by leading experts in the field.

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

Simons Institute

Federated and Collaborative Learning

Explore federated and collaborative learning approaches with Katrina Ligett, delving into innovative techniques for privacy-preserving data analysis and machine learning.

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