Episode 522: Noah Gift on MLOps
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Episode 522: Noah Gift on MLOps
Noah Gift, author of Practical MLOps, discusses tools and techniques used to operationalize machine learning applications. Host Akshay Manchale speaks with him about the foundational aspects of MLOps, such as basic automation through DevOps, as well as data operations and platform operations needed for building and operating machine learning applications at different levels of scale. Noah discusses using the cloud for quick experimentation with models and the importance of CI/CD and monitoring to continuously improve and keep checks on the performance of machine learning mode accuracy. They also explore the regulatory and ethical considerations that are important in building useful machine learning applications at scale.
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