Machine Learning for Production Workloads with Flyte- Niels Bantilan | SciPy 2022
MLOps encapsulates the discipline of – and infrastructure that supports – building and maintaining machine learning models in production. This talk highlights four challenges in carrying this out effectively: data quality, reproducibility, recoverability, and auditability. You’ll learn how Flyte, an open source data- and machine-learning-aware orchestration tool, is designed to overcome these challenges and how you can apply the higher-level ideas baked into Flyte to your work!
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