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@polyaxon

polyaxon

A platform for reproducible and scalable machine learning and deep learning on kubernetes

Tools:

Polyaxon: Machine learning management & orchestration Platform (MLOps) | code

MLOperator: Machine learning operator & controller for Kubernetes | code

TraceML: Engine for ML/Data tracking, visualization, dashboards, and model UI for Polyaxon | code

Datatile: A library for managing, validating, summarizing, and visualizing data | code

HyperTune: A library for performing hyperparameter optimization | code

Haupt: Central API, Streams, Local debugger & UI viewer | code

Helm Charts: For creating reproducible and maintainable deployments of Polyaxon with Kubernetes | code

SDKs: Low level clients & language interfaces | code

Deployment options:

Community Edition: Get started locally or on your own cluster with our Machine learning management & orchestration Platform (MLOps) | website

Hybrid Cloud Deployment: A fully managed control plane for end to end data science orchestration, with on-premise security | website

Enterprise Edition: A powerful offering for larger organizations in need of security, monitoring, compliance, faster data scientists onboarding, higher performance, granular access, ... | website

Pinned

  1. polyaxon Public

    MLOps Tools For Managing & Orchestrating The Machine Learning LifeCycle

    Python 3.2k 309

  2. Code for tutorials and examples

    Python 65 24

  3. charts Public

    Helm charts for creating reproducible and maintainable deployments of Polyaxon with Kubernetes.

    Smarty 33 44

  4. mloperator Public

    Machine Learning Operator & Controller for Kubernetes

    Go 85 7

  5. traceml Public

    Engine for ML/Data tracking, visualization, dashboards, and model UI for Polyaxon.

    Python 447 213

  6. datatile Public

    A library for managing, validating, summarizing, and visualizing data.

    Python 437 40

Repositories

  • .github Public
    0 0 0 0 Updated Sep 19, 2022
  • polyaxon Public

    MLOps Tools For Managing & Orchestrating The Machine Learning LifeCycle

    Python 3,155 Apache-2.0 309 111 (8 issues need help) 1 Updated Sep 19, 2022
  • schemas Public

    Schema definitions and validation for Polyaxon.

    Python 7 Apache-2.0 11 0 5 Updated Sep 7, 2022
  • cli Public

    Polyaxon Core Client & CLI to streamline MLOps

    Python 17 Apache-2.0 19 0 0 Updated Sep 7, 2022
  • charts Public

    Helm charts for creating reproducible and maintainable deployments of Polyaxon with Kubernetes.

    Smarty 33 Apache-2.0 44 2 0 Updated Aug 22, 2022
  • deploy Public

    Polyaxon deployment and serving tools: streams, sandbox, ML-API, and spaces.

    TypeScript 7 Apache-2.0 4 0 4 Updated Aug 22, 2022
  • hypertune Public

    A library for performing hyperparameter optimization

    Python 51 Apache-2.0 7 0 0 Updated Aug 14, 2022
  • sdks Public

    Polyaxon Clients & Langange SDKS

    Java 12 Apache-2.0 14 1 4 Updated Aug 14, 2022
  • traceml Public

    Engine for ML/Data tracking, visualization, dashboards, and model UI for Polyaxon.

    Python 447 Apache-2.0 213 0 0 Updated Aug 14, 2022
  • datatile Public

    A library for managing, validating, summarizing, and visualizing data.

    Python 437 Apache-2.0 40 6 0 Updated Aug 14, 2022

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