{"repo":"GoogleCloudPlatform/automlops","free":true,"listed":false,"github":"https://github.com/GoogleCloudPlatform/automlops","clone":"git clone https://github.com/GoogleCloudPlatform/automlops.git","description":"Build MLOps Pipelines in Minutes","language":"Python","stars":257,"topics":["ci-cd","google-cloud-platform","jupyter-notebook","machine-learning","mlops","pipeline","vertex-ai"],"license":"Apache-2.0","category":"deployment-docker-iac","readme_excerpt":"AutoMLOps AutoMLOps is a service that generates, provisions, deploys, and monitors CI/CD integrated MLOps pipelines, bridging the gap between Data Science and DevOps. AutoMLOps provides a repeatable process that dramatically reduces the time required to build MLOps pipelines. The service generates a containerized MLOps codebase, provides infrastructure-as-code to provision and maintain the underlying MLOps infra, provides deployment functionalities to trigger and run MLOps pipelines, monitoring capabilities to monitor models deployed to live endpoints, and optional automatic retraining of models on a recurring basis or if anomalies are detected during monitoring. AutoMLOps gives flexibility over the tools and technologies used in the MLOps pipelines, allowing users to choose from a wide range of options for artifact repositories, build tools, provisioning tools, orchestration frameworks, and source code repositories. AutoMLOps can be configured to either use existing infra, or provision new infra, including source code repositories for versioning the generated MLOps codebase, build configs and triggers, artifact repositories for storing docker containers, storage buckets, service accounts, IAM permissions, APIs needed to run pipelines, RESTful services to allow for triggering and running pipelines asynchronous, and Cloud Scheduler jobs for triggering and running pipelines on a recurring basis. These automatic integrations empower data scientists to take their experiments to p","default_branch":null,"files":null,"tree":[],"storefront":"/r/GoogleCloudPlatform","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/GoogleCloudPlatform/automlops/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}