{"categories":[{"label":"Software Development","url":"https://skillfed.io/packages/category/software-development/2"},{"label":"Libraries","url":"https://skillfed.io/packages/category/software-development-libraries/2"},{"label":"Scientific/Engineering","url":"https://skillfed.io/packages/category/scientific-engineering"},{"label":"Python Modules","url":"https://skillfed.io/packages/category/software-development-libraries-python-modules/3"},{"label":"Artificial Intelligence","url":"https://skillfed.io/packages/category/scientific-engineering-artificial-intelligence"},{"label":"Mathematics","url":"https://skillfed.io/packages/category/scientific-engineering-mathematics"}],"enrichment":{"capability":"TensorFlow Estimator provides a high-level API for building and training machine learning models, encapsulating training, evaluation, prediction, and model export workflows.","skillfed_tags":["archived-repo","tensorflow-component"],"use_cases":["Building and training classification or regression models using pre-built Estimator classes like LinearClassifier or DNNClassifier.","Evaluating trained models on test data and generating standard metrics without manual evaluation loops.","Exporting trained models for serving in production environments via the Estimator export interface.","Rapid prototyping of machine learning pipelines when you need a simpler API than raw TensorFlow operations."],"what_it_does":"TensorFlow Estimator is a high-level API layer built on top of TensorFlow that simplifies machine learning workflows by encapsulating training, evaluation, prediction, and model export into a unified interface. It abstracts away much of the low-level TensorFlow complexity, making it easier for developers to build and deploy models without writing extensive boilerplate code.\n\nThe package is distributed as a pure-Python wheel with no direct runtime dependencies listed, though it is designed to be used as part of the TensorFlow ecosystem. According to the description, it is installed automatically when you install the main TensorFlow package. The repository is now archived and abandoned, with the last commit in January 2024, meaning no new features or security updates are being developed.","worth_installing":"No\u2014the repository is archived and abandoned as of 2024-01-23, with no active maintenance or security updates. While the package itself has no known vulnerabilities and is permissively licensed, the lack of maintenance means compatibility issues with future Python or TensorFlow releases are likely to go unaddressed. Use the current TensorFlow package's built-in Estimator support instead, or consider modern alternatives if starting a new project."},"id":"tensorflow-estimator","links":{"html":"https://skillfed.io/packages/tensorflow-estimator","md":"https://skillfed.io/packages/tensorflow-estimator.md","pypi":"https://pypi.org/project/tensorflow-estimator/"},"maintenance":{"status":"abandoned"},"meta":{"latest_release":"2023-11-07","license_spdx":null,"license_treatment":"permissive","name":"tensorflow-estimator","python_support":"supports_current","summary":"TensorFlow Estimator."},"popularity":{"monthly_downloads":10050776,"position":1488,"tier":"top_5000"},"security":{"n_vulnerabilities":0},"version":"2.15.0"}