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john-hawkins committed Sep 29, 2024
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4 changes: 2 additions & 2 deletions README.md
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# Projit
### Project Integrator for Decoupled Data Science

> Status: **Beta** Functional.
> Status: Functional Release - Active Feature Development
[![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT)
[![Tests](https://github.com/john-hawkins/projit/actions/workflows/python-package.yml/badge.svg)](https://github.com/john-hawkins/projit/actions/workflows/python-package.yml)
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10 changes: 6 additions & 4 deletions docs/paper/paper.tex
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and that the core scientific tasks of conceiving,
designing and running experiments needs to be managed at an ever increasing scale.

Software approaches to managing data, processes and meta-data are typically referred to
as e-science platforms. In general they are either build for specific scientific domains
\cite{Howe2008,} or they are designed for very specific technology stacks (common in a given domain)
\cite{Subramanian2013}.
Software approaches to managing scientific data, processes and meta-data are typically referred to
as e-science platforms. In general they are either built as front-ends for specific
scientific domains \cite{Howe2008,Pettit:2010} (leveraging known analytical practices in
the given domain) or they are designed to faciliate interoperability between different
technology stacks \cite{Subramanian2013}. Machine learning focused frameworks tend to
focus on solving problems of model training and deployment for specific technologies\cite{Alberti:2018,MolnerDomenech:2020}, and hence have limited generality.

Platforms for eScience offer a variety of solutions for these problems including
tracking the lineage and management of data, referred to as
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