Federated Learning Benchmarks, Start-Ups, and the Next Opportunity
This chapter focuses on the importance of Federated Learning (FL) benchmarks and highlights products offered by start-up companies in the field.
We will cover the following main topics:
- FL benchmarks:
- An introduction to FL benchmarks, including their significance
- Considerations when designing FL benchmarks
- An overview of FL datasets
- A high-level overview of various FL benchmark suites
- Selecting the appropriate FL framework for a project
- State-of-the-art research in FL
- Netxt Opportunity and Key start-up company products in FL
By exploring these topics, you will gain a comprehensive understanding of the need for FL benchmarks and the latest advancements in the field. Additionally, we will showcase notable products developed by start-up companies that are closely related to FL.
