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The Cloud Native AI Platform
kubernetes data-science machine-learning ai jupyter notebook tensorflow ml pytorch minikube google-kubernetes-engine kubeflow genai distributed-ai agentic-ai
Standardized Distributed Generative and Predictive AI Inference Platform for Scalable, Multi-Framework Deployment on Kubernetes
kubernetes machine-learning tensorflow cncf pytorch artificial-intelligence xgboost k8s service-mesh hacktoberfest istio model-serving kubeflow mlops knative model-interpretability kserve vllm genai llm-inference
cube studio开源云原生一站式机器学习/深度学习/大模型AI平台，mlops算法链路全流程，算力租赁平台，notebook在线开发，拖拉拽任务流pipeline编排，多机多卡分布式训练，超参搜索，推理服务VGPU虚拟化，边缘计算，标注平台自动化标注，deepseek等大模型sft微调/奖励模型/强化学习训练，vllm/ollama/mindie大模型多机推理，私有知识库，AI模型市场，支持国产cpu/gpu/npu 昇腾生态，支持RDMA，支持pytorch/tf/mxnet/deepspeed/paddle/colossalai/horovod/ray/volcano等分布式
kubernetes workflow ai spark pipeline notebook inference pytorch argo gpt automl kubeflow mlops vgpu aihub llmops deepseek
A guideline for building practical production-level deep learning systems to be deployed in real world applications.
machine-learning ai deep-learning deployment pipeline artificial-intelligence scalable-applications system-design practical-machine-learning kubeflow tfx production-system
Machine Learning Pipelines for Kubeflow
Distributed AI Model Training and LLM Fine-Tuning on Kubernetes
python kubernetes machine-learning ai tensorflow gpu pytorch distributed xgboost fine-tuning kubeflow jax mlops huggingface llm
Elyra extends JupyterLab with an AI centric approach.
python docker machine-learning airflow binder ai anaconda pypi pipelines jupyterlab notebooks hacktoberfest apache-airflow jupyterlab-extensions kubeflow jupyterlab-extension notebook-jupyter kubeflow-pipelines elyra jupyterlab-notebooks
WARNING: Katib project is DEPRECATED, users should migrate to OptimizationJob and Kubeflow Trainer
kubernetes machine-learning ai tensorflow scikit-learn pytorch hyperparameter-tuning automl neural-architecture-search kubeflow jax mlops huggingface llm
Kubeflow Community Distribution
Unified Interface for Constructing and Managing Workflows on different workflow engines, such as Argo Workflows, Tekton Pipelines, and Apache Airflow.
python kubernetes machine-learning workflow-engine scheduler distributed-computing cloud-native workflow-management unified-interface workflow-automation unified-api apache-airflow kubeflow argo-workflows tekton-pipelines
DoEKS is a tool to build, deploy and scale Data Platforms on Amazon EKS
Kubeflow’s superfood for Data Scientists
Distributed Machine Learning Patterns from Manning Publications by Yuan Tang https://bit.ly/2RKv8Zo
python kubernetes devops distributed-systems data-science machine-learning book tensorflow cloud-computing argo cloud-native machine-learning-pipelines distributed-machine-learning kubeflow mlops large-scale-machine-learning argo-workflows manning-publications
Kubernetes Operator for MPI-based applications (distributed training, HPC, etc.)
deployKF builds machine learning platforms on Kubernetes. We combine the best of Kubeflow, Airflow†, and MLflow† into a complete platform.
Compare MLOps Platforms. Breakdowns of SageMaker, VertexAI, AzureML, Dataiku, Databricks, h2o, kubeflow, mlflow...
data-science machine-learning knime pachyderm databricks datarobot azureml h2oai dataiku seldon iguazio sagemaker kubeflow mlops mlflow google-ai-platform
👩🔬 Train and Serve TensorFlow Models at Scale with Kubernetes and Kubeflow on Azure
docker kubernetes machine-learning tensorflow jupyter-notebook jupyterhub tensorflow-serving distributed-tensorflow kubeflow
A curated list of awesome projects and resources related to Kubeflow (a CNCF incubating project)
kubernetes devops data-science machine-learning awesome deep-learning cncf awesome-list cloud-native data-pipelines awesome-lists kubeflow mlops kubeflow-pipelines workflow-orchestration mle-pipelines
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