CIlib-tutorial vs data-centric-ai

CIlib-tutorial

By ciren

Artificial intelligence

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data-centric-ai

Resources for Data Centric AI (by HazyResearch)

Machine Learning AI Artificial intelligence data-centric-ai

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CIlib-tutorial		data-centric-ai
	Project
-	Mentions	1
5	Stars	1,070
-	Growth	1.4%
0.0	Activity	0.0
almost 5 years ago	Latest Commit	5 months ago
TeX	Language	TeX
-	License	Apache License 2.0

The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.

CIlib-tutorial

Posts with mentions or reviews of CIlib-tutorial. We have used some of these posts to build our list of alternatives and similar projects.

We haven't tracked posts mentioning CIlib-tutorial yet.
Tracking mentions began in Dec 2020.

data-centric-ai

Posts with mentions or reviews of data-centric-ai. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2021-09-13.

[P] Rubrix: Open-source Python framework for NLP data annotation, exploration, and monitoring
2 projects | /r/MachineLearning | 13 Sep 2021

In line with initiatives like Data-centric AI (https://https-deeplearning-ai.github.io/data-centric-comp/, https://github.com/HazyResearch/data-centric-ai), we firmly believe that iterating on datasets (finding label errors, dataset slicing, QA, etc.) will become more and more important, and tools for making this easier and involving different roles are needed.

What are some alternatives?

When comparing CIlib-tutorial and data-centric-ai you can also consider the following projects:

CIlib - Typesafe, purely functional Computational Intelligence

argilla - Argilla is a collaboration platform for AI engineers and domain experts that require high-quality outputs, full data ownership, and overall efficiency.

pytorch-lightning - The lightweight PyTorch wrapper for high-performance AI research. Scale your models, not the boilerplate. [Moved to: https://github.com/PyTorchLightning/pytorch-lightning]

prometheus-spec - Cryptoeconomically-safe trustless high-load computing on top of Bitcoin

data-centric-AI - A curated, but incomplete, list of data-centric AI resources.

pytorch-lightning - Build high-performance AI models with PyTorch Lightning (organized PyTorch). Deploy models with Lightning Apps (organized Python to build end-to-end ML systems). [Moved to: https://github.com/Lightning-AI/lightning]

spaCy - 💫 Industrial-strength Natural Language Processing (NLP) in Python

DikeDataset - Dataset with labeled benign and malicious files 🗃️

autoscraper - A Smart, Automatic, Fast and Lightweight Web Scraper for Python