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Shreya Shankar: Machine Learning in the Real World

The Gradient: Perspectives on AI

CHAPTER

Challenges and Solutions in Machine Learning Workflows

This chapter discusses the importance of velocity in ML workflows, the use of experiment trackers, and the difficulties faced in testing and validating ideas early on to avoid failures after deployment.

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