kserve

deploykf/deploykf381

ML platform builder

Builds machine learning platforms on Kubernetes by combining popular tools and services

kubeflow/pipelines3.6K

ML workflow builder

A tool for building and managing machine learning workflows on Kubernetes.

tensorflow/serving6.2K

ML model server

A high-performance serving system for machine learning models in production environments.

kubeflow/kubeflow14.5K

AI workflow

An ecosystem of Kubernetes-based components for each stage in the AI/ML lifecycle

knative/serving5.6K

Serverless deployment platform

A Kubernetes-based platform for deploying and serving scalable applications as serverless containers

kubeflow/katib1.5K

AutoML platform

An automated machine learning system that supports hyperparameter tuning and neural architecture search on Kubernetes.

seldonio/mlserver737

Inference server

An inference server for machine learning models with support for multiple frameworks and scalable deployment options.

mlflow/mlflow19K

Model lifecycle manager

A platform for managing machine learning projects from inception to deployment

aws-samples/machine-learning-using-k8s163

ML deployment guide

Demystifies deploying machine learning models on Kubernetes

kubernetes/kube-state-metrics5.5K

Kubernetes object metrics service

Generates metrics about the state of Kubernetes objects without modifying the API

sarus-tech/tf2-published-models38

ML models

Implementations of classical machine learning models using TensorFlow 2 and Keras API.

kubernetes/kubernetes111.7K

Container scheduler

A system for managing containerized applications across multiple hosts

kubernetes/kops16K

Cloud cluster manager

Automates creation, upgrade, and management of production-grade Kubernetes clusters on multiple cloud providers.

kaiwaehner/ksql-udf-deep-learning-mqtt-iot291

IoT Analytics Engine

Develops UDFs for anomaly detection in IoT sensor data using deep learning and KSQL streaming analytics.