{"library":"tensorflow-model-analysis","type":"library","category":null,"description":"TensorFlow Model Analysis (TFMA) is a library for performing deep analysis and evaluation of TensorFlow models, especially useful for understanding model performance on different data slices. It is built on Apache Beam, enabling scalable analysis. The current version is 0.48.0, and it follows a regular release cadence, often aligning with TensorFlow and TFX releases.","language":"python","status":"active","version":"0.48.0","tags":["tensorflow","ml-evaluation","model-analysis","data-science","apache-beam"],"install":[{"cmd":"pip install tensorflow-model-analysis apache-beam[direct,gcp] tensorflow","imports":["import tensorflow_model_analysis as tfma"]}],"homepage":"https://www.tensorflow.org/tfx/model_analysis/get_started","github":"https://github.com/tensorflow/model-analysis","docs":null,"changelog":null,"pypi":"https://pypi.org/project/tensorflow-model-analysis/","npm":null,"openapi_spec":null,"status_page":null,"smithery":null,"compatibility":{"summary":{"python_range":"3.10–3.9","success_rate":20,"avg_install_s":41,"avg_import_s":25.5,"wheel_type":"sdist"},"url":"https://checklist.day/v1/registry/tensorflow-model-analysis/compatibility"},"provenance":{"verified_status":"install_fail","verified_at":"Sun Jun 28","last_verified":"Sun Jun 28","next_check":"Sun Jul 05","install_tag":null}}