base on Machine Learning Toolkit for Kubernetes # Kubeflow [](https://www.kubeflow.org/docs/about/community/#kubeflow-slack-channels) [](https://clomonitor.io/projects/cncf/kubeflow) <img src="./logo/icon.svg" width="120"> ## About Kubeflow [Kubeflow](https://www.kubeflow.org/) makes artificial intelligence and machine learning simple, portable, and scalable. We are an _ecosystem_ of [Kubernetes](https://kubernetes.io/) based components for each stage in the [AI/ML Lifecycle](https://www.kubeflow.org/docs/started/architecture/#kubeflow-components-in-the-ml-lifecycle) with support for best-in-class open source [tools and frameworks](https://www.kubeflow.org/docs/started/architecture/#kubeflow-ecosystem). Please refer to the official [documentation](https://www.kubeflow.org/docs/) for more information. ## Kubeflow Components The [Kubeflow Ecosystem](https://www.kubeflow.org/docs/started/architecture/#kubeflow-ecosystem) is composed of several projects known as _Kubeflow Components_. The following table lists the components and their respective source code repositories: | Component | Source Code | |---------------------------------------------------------------------------------------------|-------------------------------------------------------------------------------| | [KServe](https://www.kubeflow.org/docs/external-add-ons/kserve/) | [`kserve/kserve`](https://github.com/kserve/kserve) | | [Kubeflow Katib](https://www.kubeflow.org/docs/components/katib/) | [`kubeflow/katib`](https://github.com/kubeflow/katib) | | [Kubeflow Model Registry](https://www.kubeflow.org/docs/components/model-registry/) | [`kubeflow/model-registry`](https://github.com/kubeflow/model-registry) | | [Kubeflow MPI Operator](https://www.kubeflow.org/docs/components/training/user-guides/mpi/) | [`kubeflow/mpi-operator`](https://github.com/kubeflow/mpi-operator) | | [Kubeflow Notebooks](https://www.kubeflow.org/docs/components/notebooks/) | [`kubeflow/notebooks`](https://github.com/kubeflow/notebooks) | | [Kubeflow Pipelines](https://www.kubeflow.org/docs/components/pipelines/) | [`kubeflow/pipelines`](https://github.com/kubeflow/pipelines) | | [Kubeflow Spark Operator](https://www.kubeflow.org/docs/components/spark-operator/) | [`kubeflow/spark-operator`](https://github.com/kubeflow/spark-operator) | | [Kubeflow Training Operator](https://www.kubeflow.org/docs/components/training/) | [`kubeflow/training-operator`](https://github.com/kubeflow/training-operator) | ## Kubeflow Platform The [Kubeflow Platform](https://www.kubeflow.org/docs/started/introduction/#what-is-kubeflow-platform) refers to the full suite of Kubeflow Components bundled together with additional integration and management tools. The following table lists the platform components and their respective source code repositories: | Component | Source Code | |-----------------------------------------------------------------------------------------------------|---------------------------------------------------------------| | [Central Dashboard](https://www.kubeflow.org/docs/components/central-dash/) | [`kubeflow/dashboard`](https://github.com/kubeflow/dashboard) | | [Profile Controller](https://www.kubeflow.org/docs/components/central-dash/profiles/) | [`kubeflow/dashboard`](https://github.com/kubeflow/dashboard) | | [Kubeflow Manifests](https://www.kubeflow.org/docs/started/installing-kubeflow/#kubeflow-manifests) | [`kubeflow/manifests`](https://github.com/kubeflow/manifests) | ## Kubeflow Community & Contributing Kubeflow is a community-lead project maintained by the [Kubeflow Working Groups](https://www.kubeflow.org/docs/about/community/#kubeflow-working-groups) under the guidance of the [Kubeflow Steering Committee](https://github.com/kubeflow/community/blob/master/KUBEFLOW-STEERING-COMMITTEE.md). We encourage you to learn about the [Kubeflow Community](https://www.kubeflow.org/docs/about/community/) and how to [contribute](https://www.kubeflow.org/docs/about/contributing/) to the project! ", Assign "at most 3 tags" to the expected json: {"id":"4221","tags":[]} "only from the tags list I provide: [{"id":77,"name":"3d"},{"id":89,"name":"agent"},{"id":17,"name":"ai"},{"id":54,"name":"algorithm"},{"id":24,"name":"api"},{"id":44,"name":"authentication"},{"id":3,"name":"aws"},{"id":27,"name":"backend"},{"id":60,"name":"benchmark"},{"id":72,"name":"best-practices"},{"id":39,"name":"bitcoin"},{"id":37,"name":"blockchain"},{"id":1,"name":"blog"},{"id":45,"name":"bundler"},{"id":58,"name":"cache"},{"id":21,"name":"chat"},{"id":49,"name":"cicd"},{"id":4,"name":"cli"},{"id":64,"name":"cloud-native"},{"id":48,"name":"cms"},{"id":61,"name":"compiler"},{"id":68,"name":"containerization"},{"id":92,"name":"crm"},{"id":34,"name":"data"},{"id":47,"name":"database"},{"id":8,"name":"declarative-gui "},{"id":9,"name":"deploy-tool"},{"id":53,"name":"desktop-app"},{"id":6,"name":"dev-exp-lib"},{"id":59,"name":"dev-tool"},{"id":13,"name":"ecommerce"},{"id":26,"name":"editor"},{"id":66,"name":"emulator"},{"id":62,"name":"filesystem"},{"id":80,"name":"finance"},{"id":15,"name":"firmware"},{"id":73,"name":"for-fun"},{"id":2,"name":"framework"},{"id":11,"name":"frontend"},{"id":22,"name":"game"},{"id":81,"name":"game-engine "},{"id":23,"name":"graphql"},{"id":84,"name":"gui"},{"id":91,"name":"http"},{"id":5,"name":"http-client"},{"id":51,"name":"iac"},{"id":30,"name":"ide"},{"id":78,"name":"iot"},{"id":40,"name":"json"},{"id":83,"name":"julian"},{"id":38,"name":"k8s"},{"id":31,"name":"language"},{"id":10,"name":"learning-resource"},{"id":33,"name":"lib"},{"id":41,"name":"linter"},{"id":28,"name":"lms"},{"id":16,"name":"logging"},{"id":76,"name":"low-code"},{"id":90,"name":"message-queue"},{"id":42,"name":"mobile-app"},{"id":18,"name":"monitoring"},{"id":36,"name":"networking"},{"id":7,"name":"node-version"},{"id":55,"name":"nosql"},{"id":57,"name":"observability"},{"id":46,"name":"orm"},{"id":52,"name":"os"},{"id":14,"name":"parser"},{"id":74,"name":"react"},{"id":82,"name":"real-time"},{"id":56,"name":"robot"},{"id":65,"name":"runtime"},{"id":32,"name":"sdk"},{"id":71,"name":"search"},{"id":63,"name":"secrets"},{"id":25,"name":"security"},{"id":85,"name":"server"},{"id":86,"name":"serverless"},{"id":70,"name":"storage"},{"id":75,"name":"system-design"},{"id":79,"name":"terminal"},{"id":29,"name":"testing"},{"id":12,"name":"ui"},{"id":50,"name":"ux"},{"id":88,"name":"video"},{"id":20,"name":"web-app"},{"id":35,"name":"web-server"},{"id":43,"name":"webassembly"},{"id":69,"name":"workflow"},{"id":87,"name":"yaml"}]" returns me the "expected json"