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#203 - Building Effective and Thriving Machine Learning Teams - David Tan & Dave Colls

Tech Lead Journal

CHAPTER

Navigating Machine Learning Product Development

This chapter explores the complexities of effectively deploying machine learning products, focusing on challenges related to model uncertainties and potential failures. It emphasizes the importance of a cross-functional approach to design resilient ML solutions that deliver business value while addressing user needs. Key themes include automated testing, effective collaboration, and the integration of innovative practices to enhance the reliability and maintainability of ML systems.

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