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Building Spotify's ML Platform
This chapter explores the evolution and challenges of integrating machine learning at Spotify, emphasizing the company's focus on enhancing ML capabilities. It discusses the complexities of transitioning from experimentation to production, the development of the Workbench cloud-based environment, and the use of Kubernetes for managing workflows. The conversation highlights the need for balancing speed and reliability in ML deployment while providing engineers with the tools to streamline their workflows.