PinnedPublished inTowards AI31 Questions that Shape Fortune 500 ML StrategyEvaluating your ML strategy through the lens of MLOpsJun 5, 2023Jun 5, 2023
Published inTowards AWSMonitoring: Exploring Key MLOps Questions using AWS SageMakerUse SageMaker for continuous monitoring: Detect, explain, and promptly take action on data, model quality, and bias.Oct 27, 2023Oct 27, 2023
Published inTowards AWSContinuous Improvement & Governance: Exploring Key MLOps Questions using AWS SageMakerLeverage SageMaker to automate monitoring for continuous model improvement and enforce best practices for effective governance.Oct 27, 2023Oct 27, 2023
Published inTowards AIDeployment & Serving: Exploring 6 Key MLOps Questions using AWS SageMakerLeverage SageMaker to deploy models using different deployment options. Promote new versions, shadow test before live, autoscale & rolback.Sep 28, 2023Sep 28, 2023
Published inTowards AIExperiments, Model Training & Evaluation: Exploring 6 Key MLOps Questions using AWS SageMakerExplore SageMaker for experimentation, evaluation, and management. Look at Debugger and Clarify for understanding training process & model.Sep 27, 2023Sep 27, 2023
Published inTowards AISolving the Image Promotion Challenge Across Multi-Environment with ArgoCDThis article explores a recent journey during which we examined the problem of promoting images and the innovative solution that was…Aug 17, 2023Aug 17, 2023
Published inTowards AIData Transformation and Feature Engineering: Exploring 6 Key MLOps Questions using AWS SageMakerUnderstanding AWS SageMaker capabilities to transform the data and generate and share the features.Jun 27, 2023Jun 27, 2023
Published inTowards AIData Acquisition & Exploration: Exploring 5 Key MLOps Questions using AWS SageMakerUnderstanding AWS SageMaker capabilities to automate, collaborate, and understand the data.Jun 24, 2023Jun 24, 2023