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Why You Need More Than Airflow // Ketan Umare // Coffee Sessions #109

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Navigating Data Pipelines in Machine Learning

This chapter discusses the journey of a former Lyft employee who founded Flight Union AI, focusing on their insights into data pipelines across various industries. It contrasts traditional software development with the adaptive nature required for machine learning, addressing challenges such as model drift and the necessity of rethinking infrastructure. The conversation highlights the importance of effective feature management and collaboration in large teams, offering practical examples of the complexities involved in scaling machine learning solutions.

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