MLOps

ML workflow automation

Provides end-to-end examples and solutions for operationalizing ML workflows with Azure Machine Learning

MLOps examples

GitHub

3 stars
3 watching
1 forks
last commit: over 4 years ago

Related projects:

Repository Description Stars
visenger/handson-ml Teaches Machine Learning fundamentals in Python using Scikit-Learn and TensorFlow 6
visenger/mlspec A framework to standardize intercomponent schemas for multi-stage machine learning pipelines 7
visenger/ml-project-template A template project facilitating structured machine learning development and deployment phases 4
aronchick/mlops-pipeline Automates the end-to-end machine learning workflow from code commit to model deployment 18
polyaxon/polyaxon A platform for managing and orchestrating the machine learning lifecycle 3,571
oxid15/cascade A lightweight MLOps library for small teams and individuals to manage machine learning model development lifecycle 22
marvelousmlops/mlops_maturity_assessment A tool to help teams assess and improve their machine learning project's maturity in MLOps practices 57
omegaml/omegaml An end-to-end MLOps platform that streamlines machine learning development, deployment, and collaboration. 95
mlrun/mlrun A platform for managing and deploying machine learning workflows across the application lifecycle 1,446
tdcox/mlops-roadmap Collaborative effort to define and document the key milestones and strategies for adopting and implementing Machine Learning Operations (MLOps) practices in software development 16
ibm-cloud-architecture/refarch-ml-ops A reference architecture and starter kit for operationalizing machine learning models in production environments. 37
combust/mleap Enables deployment of machine learning data pipelines and algorithms to production 1,504
codingtrain/machine-learning A collection of resources and examples around machine learning for education and development 955
eugeneyan/applied-ml Curated collection of papers and articles on data science and machine learning practices in production environments. 27,322
marklogic/ml-gradle Automates tasks involving MarkLogic using Gradle 73