MLA 017 AWS Local Development

MLA 017 AWS Local Development

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MLA 019 Cloud, DevOps & Architecture

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The deployment of machine learning models for real-world use involves a sequence of cloud services and architectural choices, where machine learning expertise must be complemented by DevOps and architecture skills, often requiring collaboration with professionals. Key co ...

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MLA 020 Kubeflow and ML Pipeline Orchestration on Kubernetes

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Machine learning pipeline orchestration tools, such as SageMaker and Kubeflow, streamline the end-to-end process of data ingestion, model training, deployment, and monitoring, with Kubeflow providing an open-source, cross-cloud platform built atop Kubernetes. Organizatio ...

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