Platform and Model Design for Responsible AI

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Building Sustainable Enterprise-Grade AI Platforms

The primary objective of this chapter is to inform you about sustainability best practices, along with model governance techniques, to align them with your organizational goals and initiatives. You will be made aware of the environmental consequences of training Deep Learning (DL) models and possible remediating actions that you could take. You will also become accustomed to different metrics of sustainability for different platforms, which will lead to sustainable model training and deployment.

By the end of this chapter, you will have been equipped with the collaborative and decentralized learning techniques involved in Federated Learning (FL), whether model training happens on the network, ...