What is Federated Learning?

What is Federated Learning?

Standard machine learning approaches require centralizing training data into a common store, but what if we could train ML models on decentralized data? In this episode of AI Adventures, we speak to what federated learning is and how this type of decentralized learning allows machine learning models to have a lower latency, be smarter, and consume less power, while ensuring user privacy. Watch to learn how federated learning can help you train your ML models!

Standard machine learning approaches require centralizing training data into a common store, but what if we could train ML models on decentralized data? In this episode of AI Adventures, we speak to what federated learning is and how this type of decentralized learning allows machine learning models to have a lower latency, be smarter, and consume less power, while ensuring user privacy. Watch to learn how federated learning can help you train your ML models!

Chapters:

  • 0:00 - Intro
  • 0:55 - Solutions for decentralizing data
  • 2:05 - What is Federated Learning?
  • 3:54 - Secure Aggregation
  • 4:48 - Conclusion

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