Ecosyste.ms: Awesome

An open API service indexing awesome lists of open source software.

Awesome Lists | Featured Topics | Projects

https://github.com/tensorflow/metadata

Utilities for passing TensorFlow-related metadata between tools
https://github.com/tensorflow/metadata

Last synced: 3 days ago
JSON representation

Utilities for passing TensorFlow-related metadata between tools

Awesome Lists containing this project

README

        

# TensorFlow Metadata

[![Python](https://img.shields.io/badge/python%7C3.9%7C3.10%7C3.11-blue)](https://github.com/tensorflow/metadata)
[![PyPI](https://badge.fury.io/py/tensorflow-metadata.svg)](https://badge.fury.io/py/tensorflow-metadata)

TensorFlow Metadata provides standard representations for metadata that are
useful when training machine learning models with TensorFlow.

The metadata serialization formats include:

* A schema describing tabular data (e.g., tf.Examples).
* A collection of summary statistics over such datasets.
* A problem statement quantifying the objectives of a model.

The metadata may be produced by hand or automatically during input data
analysis, and may be consumed for data validation, exploration, and
transformation.