Quality Libraries

Learn the foundations of machine learning through intuitive explanations, clean code and visualizations. Learn how to combine machine learning with software engineering to build production-grade appl…

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 …

We start by creating an empty project directory and setting up a virtual environment: Next, we teach Pyre about our new project: We are now ready to run Pyre: Pyre is licensed under the MIT license.

Also we are supporting and looking for contribution for project: Feel free to fork and add new content! Your contributions are always welcome!

Feast allows ML platform teams to: The list below contains the functionality that contributors are planning to develop for Feast. We welcome contribution to all items in the roadmap! Feast is a commu…

These three functionalities enable a variety of use cases for data scientists, machine learning engineers, and data engineers: From here, you can quickly log a dataset: And there you have it, you now…

Av1an is a video encoding framework. It can increase your encoding speed and improve cpu utilization by running multiple encoder processes in parallel. Target quality, VMAF plotting, and more, availa…

Soda Core is a free, open-source, command-line tool that enables you to use the Soda Checks Language to turn user-defined input into aggregated SQL queries. When it runs a scan on a dataset, Soda Cor…

Or use tag expressions for more powerful filtering. Contributions are very welcome and encouraged!

Example test script with input directory/images and reference directory/images. Results are calculated with: Basically, we use the largest existing datasets for training, and cross dataset evaluation…

Chaos Genius is an open source ML powered analytics engine for outlier detection and root cause analysis. Chaos Genius can be used to monitor and analyse high dimensionality business, data and system…

Borrowing coding styles and conventions from scikit-image and scikit-learn, scikit-video is a Python module for video processing built on top of scipy, numpy, and ffmpeg/libav. This project is distri…

Usually, the master branch is deployed as soon as Pull Requests are merged in the repository. However, on every Friday, I make a release and make sure the latest code is deployed. You do not need to …

Usually, the master branch is deployed as soon as Pull Requests are merged in the repository. However, on every Friday, I make a release and make sure the latest code is deployed. You do not need to…

Image quality is an open source software library for Automatic Image Quality Assessment (IQA). The package is public and is hosted in PyPi repository. To install it in your machine run The steps to c…

Blue button is for inhaler (first line of defense) red button is for breathing treatment (second line of defense; use this one if his symptoms are really bad)

The package is in PyPI so you can install it simply by this command: Initialize once: and get the BRISQUE feature or score many times: Comparing with Matlab original implementation on reference image…

An experimental PyTorch implementation of Blind Image Quality Assessment Using A Deep Bilinear Convolutional Neural Network. Considering the popularity of PyTorch in academia, we hope this repo can h…

In this repo, we provide the Tensorflow and PyTorch implementations of our evaluation code for PieAPP v0.1 along with the trained models. We also provide a Win64 command-line executable. The input to…

For C++ : For Python 3.x :

Python 3.8 to 3.11 are supported. Python-specific rules: Simplifying Comparisons: Simplifying usage of dictionaries: General Code Style: Current experimental rules: Both notations are equivalent in P…

Automated testing have improved a lot If you feel like contributing, you are welcome. It can be done in many different ways:

Python tool based on ffmpeg and ffprobe to deal with the video preprocesing required for VMAF inputs: New feaures and updates: Docker image - better handling of dependencies and built instruccions 'H…

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…

The objective of MOSQITO is to provide a unified and modular development framework of key sound quality tools (including key SQ metrics), favoring reproducible science and efficient shared scripting …

We support just a single command: You can specify your image as: You can specify your size as: First, pull our pre-built docker image: Then you can use it like so: You can use this script instead: MI…

Disable the nouveau driver. Regenerate the kernel initramfs. Remove old nvidia drivers. If using a desktop version of Ubuntu (not the server version), run the following: Check if Nvidia driver is ins…

This project focuses on understanding the language ecosystem, not getting into programming details. This topic describes how to set up the environment for Python development. This topic describes fea…