{"repo":"MatsMoll/aligned","free":true,"listed":false,"github":"https://github.com/MatsMoll/aligned","clone":"git clone https://github.com/MatsMoll/aligned.git","description":"The DBT of ML, as Aligned describes data dependencies in ML systems, and reduce technical data debt","language":"Python","stars":61,"topics":["ai","feature-engineering","feature-store","ml","mlops","dbt","data-contracts","datacontracts","ml-ops","data-lake"],"license":null,"category":"machine-learning","readme_excerpt":"Aligned A data management tool with additional features tailured for ML applications. Similar to how DBT is a data management tool for business analytics, will Aligned manage ML projects. This is done by defining data contracts and model contracts. Aligned does this through two things. 1. A light weight data management system. Making it possible to query a data lake and databases. 2. Tooling to define a model contract . Clearing up common unanswerd questions through code. Therefore, aligned can also be seen as a way to implement interfaces or the strategy pattern into data applications. Furthermore, Aligned collect data lineage between models, basic feature transformations. While also making it easy to reduce data leakage with point-in-time valid data and fix other problems described in [Sculley et al. [2015]](https://papers.nips.cc/paper/2015/file/86df7dcfd896fcaf2674f757a2463eba-Paper.pdf). Examples Below are some examples of how Aligned can be used. Aligned UI Aligned provides an UI to view which data exists, the expectations we have and find faults. View the example UI. However, this is still under development, so sign up for a wait list to get access. Example Repo Want to look at examples of how to use aligned ? View the MatsMoll/aligned-example repo. Or see how you could query a file in a data lake. Docs Check out the Aligned Docs, but keep in mind that they are still work in progress. --- Available Features Below are some of the features Aligned offers: - Data Catalog ","default_branch":null,"files":null,"tree":[],"storefront":"/r/MatsMoll","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/MatsMoll/aligned/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}