{"id":13640265,"url":"https://github.com/tensorflow/tfx","last_synced_at":"2025-05-15T01:03:49.941Z","repository":{"id":37271100,"uuid":"169116405","full_name":"tensorflow/tfx","owner":"tensorflow","description":" TFX is an end-to-end platform for deploying production ML pipelines","archived":false,"fork":false,"pushed_at":"2025-04-24T17:53:15.000Z","size":245485,"stargazers_count":2139,"open_issues_count":244,"forks_count":724,"subscribers_count":87,"default_branch":"master","last_synced_at":"2025-05-08T00:35:16.426Z","etag":null,"topics":["apache-beam","machine-learning","tensorflow"],"latest_commit_sha":null,"homepage":"https://tensorflow.github.io/tfx/","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"apache-2.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/tensorflow.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":"CONTRIBUTING.md","funding":null,"license":"LICENSE","code_of_conduct":"CODE_OF_CONDUCT.md","threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":"ROADMAP.md","authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2019-02-04T17:14:36.000Z","updated_at":"2025-05-04T20:22:41.000Z","dependencies_parsed_at":"2023-10-03T00:57:05.191Z","dependency_job_id":"894f91f2-1821-4b73-a5bf-1367735ceb7e","html_url":"https://github.com/tensorflow/tfx","commit_stats":{"total_commits":5555,"total_committers":185,"mean_commits":"30.027027027027028","dds":0.6248424842484248,"last_synced_commit":"da29117df340736894594bc05eee8e4d331cf6dc"},"previous_names":[],"tags_count":99,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/tensorflow%2Ftfx","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/tensorflow%2Ftfx/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/tensorflow%2Ftfx/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/tensorflow%2Ftfx/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/tensorflow","download_url":"https://codeload.github.com/tensorflow/tfx/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":254254040,"owners_count":22039792,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["apache-beam","machine-learning","tensorflow"],"created_at":"2024-08-02T01:01:09.409Z","updated_at":"2025-05-15T01:03:49.870Z","avatar_url":"https://github.com/tensorflow.png","language":"Python","readme":"\u003c!-- See: www.tensorflow.org/tfx/ --\u003e\n\n# TFX\n\n[![Python](https://img.shields.io/badge/python%20-3.9%7C3.10-blue)](https://github.com/tensorflow/tfx)\n[![PyPI](https://badge.fury.io/py/tfx.svg)](https://badge.fury.io/py/tfx)\n[![TensorFlow](https://img.shields.io/badge/TensorFow-page-orange)](https://www.tensorflow.org/tfx)\n\n[TensorFlow Extended (TFX)](https://tensorflow.org/tfx) is a\nGoogle-production-scale machine learning platform based on TensorFlow. It\nprovides a configuration framework to express ML pipelines consisting of TFX\ncomponents. TFX pipelines can be orchestrated using\n[Apache Airflow](https://airflow.apache.org/) and\n[Kubeflow Pipelines](https://www.kubeflow.org/). Both the components themselves\nas well as the integrations with orchestration systems can be extended.\n\nTFX components interact with a\n[ML Metadata](https://github.com/google/ml-metadata) backend that keeps a record\nof component runs, input and output artifacts, and runtime configuration. This\nmetadata backend enables advanced functionality like experiment tracking or\nwarmstarting/resuming ML models from previous runs.\n\n![TFX Components](https://raw.githubusercontent.com/tensorflow/tfx/master/docs/guide/images/prog_fin.png)\n\n## Documentation\n\n### User Documentation\n\nPlease see the\n[TFX User Guide](https://github.com/tensorflow/tfx/blob/master/docs/guide/index.md).\n\n### Development References\n\n#### Roadmap\n\nThe TFX [Roadmap](https://github.com/tensorflow/tfx/blob/master/ROADMAP.md),\nwhich is updated quarterly.\n\n#### Release Details\n\nFor detailed previous and upcoming changes, please\n[check here](https://github.com/tensorflow/tfx/blob/master/RELEASE.md)\n\n#### Requests For Comment\n\nTFX is an open-source project and we strongly encourage active participation\nby the ML community in helping to shape TFX to meet or exceed their needs. An\nimportant component of that effort is the RFC process.  Please see the listing\nof [current and past TFX RFCs](RFCs.md). Please see the\n[TensorFlow Request for Comments (TF-RFC)](https://github.com/tensorflow/community/blob/master/governance/TF-RFCs.md)\nprocess page for information on how community members can contribute.\n\n## Examples\n\n*   [Chicago Taxi Example](https://github.com/tensorflow/tfx/tree/master/tfx/examples/chicago_taxi_pipeline)\n\n## Compatible versions\n\nThe following table describes how the `tfx` package versions are compatible with\nits major dependency PyPI packages. This is determined by our testing framework,\nbut other *untested* combinations may also work.\n\ntfx                                                                       | Python               | apache-beam[gcp] | ml-metadata | pyarrow | tensorflow        | tensorflow-data-validation | tensorflow-metadata | tensorflow-model-analysis | tensorflow-serving-api | tensorflow-transform | tfx-bsl\n------------------------------------------------------------------------- | -------------------- | ---------------- | ----------- | ------- | ----------------- | -------------------------- | ------------------- | ------------------------- | ---------------------- | -------------------- | -------\n[GitHub master](https://github.com/tensorflow/tfx/blob/master/RELEASE.md) | \u003e=3.9,\u003c3.11          | 2.59.0           | 1.16.0      | 10.0.1  | nightly (2.x)     | 1.16.1                     | 1.16.1              | 0.47.0                    | 2.16.1                 | 1.16.0               | 1.16.1\n[1.16.0](https://github.com/tensorflow/tfx/blob/v1.16.0/RELEASE.md)       | \u003e=3.9,\u003c3.11          | 2.59.0           | 1.16.0      | 10.0.1  | 2.16              | 1.16.1                     | 1.16.1              | 0.47.0                    | 2.16.1                 | 1.16.0               | 1.16.1\n[1.15.0](https://github.com/tensorflow/tfx/blob/v1.15.0/RELEASE.md)       | \u003e=3.9,\u003c3.11          | 2.47.0           | 1.15.0      | 10.0.0  | 2.15              | 1.15.1                     | 1.15.0              | 0.46.0                    | 2.15.1                 | 1.15.0               | 1.15.1\n[1.14.0](https://github.com/tensorflow/tfx/blob/v1.14.0/RELEASE.md)       | \u003e=3.8,\u003c3.11          | 2.47.0           | 1.14.0      | 10.0.0  | 2.13              | 1.14.0                     | 1.14.0              | 0.45.0                    | 2.9.0                  | 1.14.0               | 1.14.0\n[1.13.0](https://github.com/tensorflow/tfx/blob/v1.13.0/RELEASE.md)       | \u003e=3.8,\u003c3.10          | 2.40.0           | 1.13.1      | 6.0.0   | 2.12              | 1.13.0                     | 1.13.1              | 0.44.0                    | 2.9.0                  | 1.13.0               | 1.13.0\n[1.12.0](https://github.com/tensorflow/tfx/blob/v1.12.0/RELEASE.md)       | \u003e=3.7,\u003c3.10          | 2.40.0           | 1.12.0      | 6.0.0   | 2.11              | 1.12.0                     | 1.12.0              | 0.43.0                    | 2.9.0                  | 1.12.0               | 1.12.0\n[1.11.0](https://github.com/tensorflow/tfx/blob/v1.11.0/RELEASE.md)       | \u003e=3.7,\u003c3.10          | 2.40.0           | 1.11.0      | 6.0.0   | 1.15.5 / 2.10.0   | 1.11.0                     | 1.11.0              | 0.42.0                    | 2.9.0                  | 1.11.0               | 1.11.0\n[1.10.0](https://github.com/tensorflow/tfx/blob/v1.10.0/RELEASE.md)       | \u003e=3.7,\u003c3.10          | 2.40.0           | 1.10.0      | 6.0.0   | 1.15.5 / 2.9.0    | 1.10.0                     | 1.10.0              | 0.41.0                    | 2.9.0                  | 1.10.0               | 1.10.0\n[1.9.0](https://github.com/tensorflow/tfx/blob/v1.9.0/RELEASE.md)         | \u003e=3.7,\u003c3.10          | 2.38.0           | 1.9.0       | 5.0.0   | 1.15.5 / 2.9.0    | 1.9.0                      | 1.9.0               | 0.40.0                    | 2.9.0                  | 1.9.0                | 1.9.0\n[1.8.0](https://github.com/tensorflow/tfx/blob/v1.8.0/RELEASE.md)         | \u003e=3.7,\u003c3.10          | 2.38.0           | 1.8.0       | 5.0.0   | 1.15.5 / 2.8.0    | 1.8.0                      | 1.8.0               | 0.39.0                    | 2.8.0                  | 1.8.0                | 1.8.0\n[1.7.0](https://github.com/tensorflow/tfx/blob/v1.7.0/RELEASE.md)         | \u003e=3.7,\u003c3.9           | 2.36.0           | 1.7.0       | 5.0.0   | 1.15.5 / 2.8.0    | 1.7.0                      | 1.7.0               | 0.38.0                    | 2.8.0                  | 1.7.0                | 1.7.0\n[1.6.2](https://github.com/tensorflow/tfx/blob/v1.6.2/RELEASE.md)         | \u003e=3.7,\u003c3.9           | 2.35.0           | 1.6.0       | 5.0.0   | 1.15.5 / 2.8.0    | 1.6.0                      | 1.6.0               | 0.37.0                    | 2.7.0                  | 1.6.0                | 1.6.0\n[1.6.0](https://github.com/tensorflow/tfx/blob/v1.6.0/RELEASE.md)         | \u003e=3.7,\u003c3.9           | 2.35.0           | 1.6.0       | 5.0.0   | 1.15.5 / 2.7.0    | 1.6.0                      | 1.6.0               | 0.37.0                    | 2.7.0                  | 1.6.0                | 1.6.0\n[1.5.0](https://github.com/tensorflow/tfx/blob/v1.5.0/RELEASE.md)         | \u003e=3.7,\u003c3.9           | 2.34.0           | 1.5.0       | 5.0.0   | 1.15.2 / 2.7.0    | 1.5.0                      | 1.5.0               | 0.36.0                    | 2.7.0                  | 1.5.0                | 1.5.0\n[1.4.0](https://github.com/tensorflow/tfx/blob/v1.4.0/RELEASE.md)         | \u003e=3.7,\u003c3.9           | 2.33.0           | 1.4.0       | 5.0.0   | 1.15.0 / 2.6.0    | 1.4.0                      | 1.4.0               | 0.35.0                    | 2.6.0                  | 1.4.0                | 1.4.0\n[1.3.4](https://github.com/tensorflow/tfx/blob/v1.3.4/RELEASE.md)         | \u003e=3.6,\u003c3.9           | 2.32.0           | 1.3.0       | 2.0.0   | 1.15.0 / 2.6.0    | 1.3.0                      | 1.2.0               | 0.34.1                    | 2.6.0                  | 1.3.0                | 1.3.0\n[1.3.3](https://github.com/tensorflow/tfx/blob/v1.3.3/RELEASE.md)         | \u003e=3.6,\u003c3.9           | 2.32.0           | 1.3.0       | 2.0.0   | 1.15.0 / 2.6.0    | 1.3.0                      | 1.2.0               | 0.34.1                    | 2.6.0                  | 1.3.0                | 1.3.0\n[1.3.2](https://github.com/tensorflow/tfx/blob/v1.3.2/RELEASE.md)         | \u003e=3.6,\u003c3.9           | 2.32.0           | 1.3.0       | 2.0.0   | 1.15.0 / 2.6.0    | 1.3.0                      | 1.2.0               | 0.34.1                    | 2.6.0                  | 1.3.0                | 1.3.0\n[1.3.1](https://github.com/tensorflow/tfx/blob/v1.3.1/RELEASE.md)         | \u003e=3.6,\u003c3.9           | 2.32.0           | 1.3.0       | 2.0.0   | 1.15.0 / 2.6.0    | 1.3.0                      | 1.2.0               | 0.34.1                    | 2.6.0                  | 1.3.0                | 1.3.0\n[1.3.0](https://github.com/tensorflow/tfx/blob/v1.3.0/RELEASE.md)         | \u003e=3.6,\u003c3.9           | 2.32.0           | 1.3.0       | 2.0.0   | 1.15.0 / 2.6.0    | 1.3.0                      | 1.2.0               | 0.34.1                    | 2.6.0                  | 1.3.0                | 1.3.0\n[1.2.1](https://github.com/tensorflow/tfx/blob/v1.2.1/RELEASE.md)         | \u003e=3.6,\u003c3.9           | 2.31.0           | 1.2.0       | 2.0.0   | 1.15.0 / 2.5.0    | 1.2.0                      | 1.2.0               | 0.33.0                    | 2.5.1                  | 1.2.0                | 1.2.0\n[1.2.0](https://github.com/tensorflow/tfx/blob/v1.2.0/RELEASE.md)         | \u003e=3.6,\u003c3.9           | 2.31.0           | 1.2.0       | 2.0.0   | 1.15.0 / 2.5.0    | 1.2.0                      | 1.2.0               | 0.33.0                    | 2.5.1                  | 1.2.0                | 1.2.0\n[1.0.0](https://github.com/tensorflow/tfx/blob/v1.0.0/RELEASE.md)         | \u003e=3.6,\u003c3.9           | 2.29.0           | 1.0.0       | 2.0.0   | 1.15.0 / 2.5.0    | 1.0.0                      | 1.0.0               | 0.31.0                    | 2.5.1                  | 1.0.0                | 1.0.0\n[0.30.0](https://github.com/tensorflow/tfx/blob/v0.30.0/RELEASE.md)       | \u003e=3.6,\u003c3.9           | 2.28.0           | 0.30.0      | 2.0.0   | 1.15.0 / 2.4.0    | 0.30.0                     | 0.30.0              | 0.30.0                    | 2.4.0                  | 0.30.0               | 0.30.0\n[0.29.0](https://github.com/tensorflow/tfx/blob/v0.29.0/RELEASE.md)       | \u003e=3.6,\u003c3.9           | 2.28.0           | 0.29.0      | 2.0.0   | 1.15.0 / 2.4.0    | 0.29.0                     | 0.29.0              | 0.29.0                    | 2.4.0                  | 0.29.0               | 0.29.0\n[0.28.0](https://github.com/tensorflow/tfx/blob/v0.28.0/RELEASE.md)       | \u003e=3.6,\u003c3.9           | 2.28.0           | 0.28.0      | 2.0.0   | 1.15.0 / 2.4.0    | 0.28.0                     | 0.28.0              | 0.28.0                    | 2.4.0                  | 0.28.0               | 0.28.1\n[0.27.0](https://github.com/tensorflow/tfx/blob/v0.27.0/RELEASE.md)       | \u003e=3.6,\u003c3.9           | 2.27.0           | 0.27.0      | 2.0.0   | 1.15.0 / 2.4.0    | 0.27.0                     | 0.27.0              | 0.27.0                    | 2.4.0                  | 0.27.0               | 0.27.0\n[0.26.4](https://github.com/tensorflow/tfx/blob/v0.26.4/RELEASE.md)       | \u003e=3.6,\u003c3.9           | 2.28.0           | 0.26.0      | 0.17.0  | 1.15.0 / 2.3.0    | 0.26.1                     | 0.26.0              | 0.26.0                    | 2.3.0                  | 0.26.0               | 0.26.0\n[0.26.3](https://github.com/tensorflow/tfx/blob/v0.26.3/RELEASE.md)       | \u003e=3.6,\u003c3.9           | 2.25.0           | 0.26.0      | 0.17.0  | 1.15.0 / 2.3.0    | 0.26.0                     | 0.26.0              | 0.26.0                    | 2.3.0                  | 0.26.0               | 0.26.0\n[0.26.1](https://github.com/tensorflow/tfx/blob/v0.26.1/RELEASE.md)       | \u003e=3.6,\u003c3.9           | 2.25.0           | 0.26.0      | 0.17.0  | 1.15.0 / 2.3.0    | 0.26.0                     | 0.26.0              | 0.26.0                    | 2.3.0                  | 0.26.0               | 0.26.0\n[0.26.0](https://github.com/tensorflow/tfx/blob/v0.26.0/RELEASE.md)       | \u003e=3.6,\u003c3.9           | 2.25.0           | 0.26.0      | 0.17.0  | 1.15.0 / 2.3.0    | 0.26.0                     | 0.26.0              | 0.26.0                    | 2.3.0                  | 0.26.0               | 0.26.0\n[0.25.0](https://github.com/tensorflow/tfx/blob/v0.25.0/RELEASE.md)       | \u003e=3.6,\u003c3.9           | 2.25.0           | 0.24.0      | 0.17.0  | 1.15.0 / 2.3.0    | 0.25.0                     | 0.25.0              | 0.25.0                    | 2.3.0                  | 0.25.0               | 0.25.0\n[0.24.1](https://github.com/tensorflow/tfx/blob/v0.24.1/RELEASE.md)       | \u003e=3.6,\u003c3.9           | 2.24.0           | 0.24.0      | 0.17.0  | 1.15.0 / 2.3.0    | 0.24.1                     | 0.24.0              | 0.24.3                    | 2.3.0                  | 0.24.1               | 0.24.1\n[0.24.0](https://github.com/tensorflow/tfx/blob/v0.24.0/RELEASE.md)       | \u003e=3.6,\u003c3.9           | 2.24.0           | 0.24.0      | 0.17.0  | 1.15.0 / 2.3.0    | 0.24.1                     | 0.24.0              | 0.24.3                    | 2.3.0                  | 0.24.1               | 0.24.1\n[0.23.1](https://github.com/tensorflow/tfx/blob/v0.23.1/RELEASE.md)       | \u003e=3.5,\u003c4             | 2.24.0           | 0.23.0      | 0.17.0  | 1.15.0 / 2.3.0    | 0.23.1                     | 0.23.0              | 0.23.0                    | 2.3.0                  | 0.23.0               | 0.23.0\n[0.23.0](https://github.com/tensorflow/tfx/blob/v0.23.0/RELEASE.md)       | \u003e=3.5,\u003c4             | 2.23.0           | 0.23.0      | 0.17.0  | 1.15.0 / 2.3.0    | 0.23.0                     | 0.23.0              | 0.23.0                    | 2.3.0                  | 0.23.0               | 0.23.0\n[0.22.2](https://github.com/tensorflow/tfx/blob/v0.22.2/RELEASE.md)       | \u003e=3.5,\u003c4             | 2.21.0           | 0.22.1      | 0.16.0  | 1.15.0 / 2.2.0    | 0.22.2                     | 0.22.2              | 0.22.2                    | 2.2.0                  | 0.22.0               | 0.22.1\n[0.22.1](https://github.com/tensorflow/tfx/blob/v0.22.1/RELEASE.md)       | \u003e=3.5,\u003c4             | 2.21.0           | 0.22.1      | 0.16.0  | 1.15.0 / 2.2.0    | 0.22.2                     | 0.22.2              | 0.22.2                    | 2.2.0                  | 0.22.0               | 0.22.1\n[0.22.0](https://github.com/tensorflow/tfx/blob/v0.22.0/RELEASE.md)       | \u003e=3.5,\u003c4             | 2.21.0           | 0.22.0      | 0.16.0  | 1.15.0 / 2.2.0    | 0.22.0                     | 0.22.0              | 0.22.1                    | 2.2.0                  | 0.22.0               | 0.22.0\n[0.21.5](https://github.com/tensorflow/tfx/blob/v0.21.5/RELEASE.md)       | \u003e=2.7,\u003c3 or \u003e=3.5,\u003c4 | 2.17.0           | 0.21.2      | 0.15.0  | 1.15.0 / 2.1.0    | 0.21.5                     | 0.21.1              | 0.21.5                    | 2.1.0                  | 0.21.2               | 0.21.4\n[0.21.4](https://github.com/tensorflow/tfx/blob/v0.21.4/RELEASE.md)       | \u003e=2.7,\u003c3 or \u003e=3.5,\u003c4 | 2.17.0           | 0.21.2      | 0.15.0  | 1.15.0 / 2.1.0    | 0.21.5                     | 0.21.1              | 0.21.5                    | 2.1.0                  | 0.21.2               | 0.21.4\n[0.21.3](https://github.com/tensorflow/tfx/blob/v0.21.3/RELEASE.md)       | \u003e=2.7,\u003c3 or \u003e=3.5,\u003c4 | 2.17.0           | 0.21.2      | 0.15.0  | 1.15.0 / 2.1.0    | 0.21.5                     | 0.21.1              | 0.21.5                    | 2.1.0                  | 0.21.2               | 0.21.4\n[0.21.2](https://github.com/tensorflow/tfx/blob/v0.21.2/RELEASE.md)       | \u003e=2.7,\u003c3 or \u003e=3.5,\u003c4 | 2.17.0           | 0.21.2      | 0.15.0  | 1.15.0 / 2.1.0    | 0.21.5                     | 0.21.1              | 0.21.5                    | 2.1.0                  | 0.21.2               | 0.21.4\n[0.21.1](https://github.com/tensorflow/tfx/blob/0.21.1/RELEASE.md)        | \u003e=2.7,\u003c3 or \u003e=3.5,\u003c4 | 2.17.0           | 0.21.2      | 0.15.0  | 1.15.0 / 2.1.0    | 0.21.4                     | 0.21.1              | 0.21.4                    | 2.1.0                  | 0.21.2               | 0.21.3\n[0.21.0](https://github.com/tensorflow/tfx/blob/0.21.0/RELEASE.md)        | \u003e=2.7,\u003c3 or \u003e=3.5,\u003c4 | 2.17.0           | 0.21.0      | 0.15.0  | 1.15.0 / 2.1.0    | 0.21.0                     | 0.21.0              | 0.21.1                    | 2.1.0                  | 0.21.0               | 0.21.0\n[0.15.0](https://github.com/tensorflow/tfx/blob/0.15.0/RELEASE.md)        | \u003e=2.7,\u003c3 or \u003e=3.5,\u003c4 | 2.16.0           | 0.15.0      | 0.15.0  | 1.15.0            | 0.15.0                     | 0.15.0              | 0.15.2                    | 1.15.0                 | 0.15.0               | 0.15.1\n[0.14.0](https://github.com/tensorflow/tfx/blob/0.14.0/RELEASE.md)        | \u003e=2.7,\u003c3 or \u003e=3.5,\u003c4 | 2.14.0           | 0.14.0      | 0.14.0  | 1.14.0            | 0.14.1                     | 0.14.0              | 0.14.0                    | 1.14.0                 | 0.14.0               | n/a\n[0.13.0](https://github.com/tensorflow/tfx/blob/0.13.0/RELEASE.md)        | \u003e=2.7,\u003c3 or \u003e=3.5,\u003c4 | 2.12.0           | 0.13.2      | n/a     | 1.13.1            | 0.13.1                     | 0.13.0              | 0.13.2                    | 1.13.0                 | 0.13.0               | n/a\n[0.12.0](https://github.com/tensorflow/tfx/blob/0.12.0/RELEASE.md)        | \u003e=2.7,\u003c3             | 2.10.0           | 0.13.2      | n/a     | 1.12.0            | 0.12.0                     | 0.12.1              | 0.12.1                    | 1.12.0                 | 0.12.0               | n/a\n\n## Resources\n\n*   [TFX tutorials ](https://www.tensorflow.org/tfx/tutorials)\n*   [TensorFlow Extended (YouTube)](https://www.youtube.com/playlist?list=PLQY2H8rRoyvxR15n04JiW0ezF5HQRs_8F)\n*   [ MLOps Specialization ](https://www.coursera.org/specializations/machine-learning-engineering-for-production-mlops)\n*   [ML Pipelines on Google Cloud](https://www.coursera.org/learn/ml-pipelines-google-cloud?specialization=preparing-for-google-cloud-machine-learning-engineer-professional-certificate)\n*   [Manage a production ML pipeline with TFX](https://www.youtube.com/watch?v=QQ13-Tkrbls)\n*   [How to build an ML pipeline with TFX](https://www.youtube.com/watch?v=17l3VR2MIeg)\n","funding_links":[],"categories":["🔄 CI/CD for ML","Model Training Orchestration","Deep Learning Framework","Python","数据管道和流处理","Model Training and Orchestration"],"sub_categories":["High-Level DL APIs"],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftensorflow%2Ftfx","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Ftensorflow%2Ftfx","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftensorflow%2Ftfx/lists"}