awesome-mlops / awesome-mlops-kubernetes

A curated list of awesome open source tools and commercial products that will help you train, deploy, monitor, version, scale, and secure your production machine learning on kubernetes 🚀

awesome-mlops-kubernetes

A curated list of awesome open source tools and commercial products that will help you train, deploy, monitor, version, scale, and secure your production machine learning on kubernetes 🚀

• Bodywork: Deploys machine learning projects developed in Python, to Kubernetes.
• Katib: Kubernetes-based system for hyperparameter tuning and neural architecture search.
• Kubeflow: A machine learning toolkit for Kubernetes.
• Kserve: Serverless Inferencing on Kubernetes.
• MLOperator: Machine Learning Operator & Controller for Kubernetes.
• Pachyderm: Pachyderm is the leader in data versioning and pipelines for MLOps on Kubernetes.
• Polyaxon: A cloud native platform for reproducible and scalable machine learning and deep learning on kubernetes.
• Seldon Core: Open source platform for deploying and monitoring machine learning models in kubernetes.
• Training Operator: Training operators on Kubernetes.