Validation Libraries

20 Components & Libraries

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Validation Libraries

The standard data-centric AI package for data quality and machine learning with messy, real-world data and labels.

cleanlab is: cleanlab supports Linux, macOS, and Windows and runs on Python 3.7+. cleanlab can find label issues from any model's predicted class probabilities if you can produce them yourself. This …

An implementation of the JSON Schema specification for Python

They can be used when installing in order to include additional dependencies, e.g.: I'm Julian Berman. Get in touch, via GitHub or otherwise, if you've got something to contribute, it'd be most welco…

Deepchecks: Tests for Continuous Validation of ML Models & Data. Deepchecks is a holistic open-source solution for all of your AI & ML validation needs, enabling to thoroughly test your data and models from research to production.

Deepchecks is a holistic open-source solution for all of your AI & ML validation needs, enabling you to thoroughly test your data and models from research to production. Deepchecks includes: For …

A fast serialization and validation library, with builtin support for JSON, MessagePack, YAML, and TOML

A flexible forms validation and rendering library for Python.

WTForms is a flexible forms validation and rendering library for Python web development. It can work with whatever web framework and template engine you choose. It supports data validation, CSRF prot…

A friendly library for parsing HTTP request arguments, with built-in support for popular web frameworks, including Flask, Django, Bottle, Tornado, Pyramid, webapp2, Falcon, and aiohttp.

webargs is a Python library for parsing and validating HTTP request objects, with built-in support for popular web frameworks, including Flask, Django, Bottle, Tornado, Pyramid, Falcon, and aiohttp. …

A robust email syntax and deliverability validation library for Python.

Key features: If you're validating a user's email address before creating a user account in your application, you might do this: But when an email address is valid, an object is returned containing a…

🤝 Design by contract for Python. Write bug-free code. Add a few decorators, get static analysis and tests for free.

Now we can: Contributions are welcome! A few ideas what you can contribute: Thank you ❤️

🗂 Split folders with files (i.e. images) into training, validation and test (dataset) folders

The input folder should have the following format: In order to give you this: This package is Python only and there are no external dependencies. MIT

CLI Tool for converting pydantic models into typescript definitions

A simple CLI tool for converting pydantic models into typescript interfaces. Useful for any scenario in which python and javascript applications are interacting, since it allows you to have a single …

JSON (de)serialization, GraphQL and JSON schema generation using Python typing.

JSON (de)serialization, GraphQL and JSON schema generation using Python typing. This library fulfills the following goals: Once dependencies are installed, you can simply copy-paste examples and exec…

State-of-the art Automated Machine Learning python library for Tabular Data

Classifier: Regression: DataPrepare: Simple Models Wrapper: More examples in the folder ./examples: It integrates many popular frameworks: Run

Utils library for specific Brazilian businesses 🇧🇷

Utils library for Brazilian-specific businesses. Brazilian Utils é uma biblioteca com foco na resolução de problemas que enfrentamos diariamente no desenvolvimento de aplicações para o business Brasi…

The open source active learning toolkit to find failure modes in your computer vision models, prioritize data to label next, and drive data curation to improve model performance.

Use Encord Active to visualize your data, evaluate your models, surface model failure modes, find labeling mistakes, prioritize high-value data for re-labeling and more! Encord Active helps you under…

📝😎 Tutorial to implement forms in your Flask app.

Handle user input in your Flask app by creating forms with the Flask-WTForm library. Get set up locally:

OpenAPI JSON Schema Generator allows auto-generation of API client libraries with a focus on JSON schema given an OpenAPI document

Auto generate a client sdk from your openapi 3.0.0-3.1.0 document using Openapi JSON Schema Generator. This project is a code generator that focuses on supporting all openapi and json schema features…

Clustering methods in Machine Learning includes both theory and python code of each algorithm. Algorithms include K Mean, K Mode, Hierarchical, DB Scan and Gaussian Mixture Model GMM. Interview questions on clustering are also added in the end.

Framework for safe and maintainable web-projects.

What DjBurger do? DjBurger doesn't depend on Django. You can use it in any projects if you want. Required only Controller and Renderer.

trycast parses JSON-like values whose shape is defined by TypedDicts and other standard Python type hints.

Typed dictionaries are the natural form that JSON data comes in over the wire. They can be trivially serialized and deserialized without any additional logic. For applications that use a lot of JSON …

🌎 The Modern Declarative Data Flow Framework for the AI Empowered Generation.

JSONClasses is a declarative data flow pipeline and data graph framework. Depends on your need, you can install ORM integration and HTTP library integration with the following commands. Let's say, yo…

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