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Crisis to Calm: Story of Data Validation @ Netflix
Lavanya Kanchanapalli discusses safe data propagation at Netflix, circuit breakers, data canaries and staggered rollout effective, and efficient validations via sharing data and isolating change.
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Production Machine Learning
Jan Machacek discusses the challenges in writing deep learning code, testing and validating data management, environments, model storage & serving, validating data reporting, and CI&CD.
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Validation Methodology of Large Unstructured Unsupervised Learning Systems
Lawrence Chernin describes best practices and validation methods used to deal with large unstructured data, including a suite of unit tests covering the implementations of algorithmic equations.
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The DevOps Maturity Curve - Where Are You on It?
Chris Rowett explores the key stages on the DevOps journey: Complete Agile Development, Continuous Delivery, Continuous Validation, and "Closed Loop".
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Beyond Contracts: An Exploration into Unified Specifications
Paul deGrandis emphasizes the importance of using specification-as-a-value, a way of unifying core.contracts, test.generative, and external systems under a single common specification in Clojure.