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The image depicts a flowchart titled "AutoML Pipeline in Production," presented in a gray and white color scheme. It features several interconnected components labeled "Data Integration," "Data Preparation," "Modeling," and "Deployment." 

In the "Data Preparation" section, there are subelements for "Data Preprocessing" and "Feature Engineering." The "Modeling" section includes components for "Algorithm Selection," "Hyperparameter Tuning," "Training," and "Diagnosis." 

Illustrative icons of people wearing hard hats are distributed throughout the diagram, representing roles in the process. Below the main sections, there are two areas labeled "Use Case Selection" and "Data & Process Understanding," with icons indicating expertise in data science and production. 

Arrows connect the elements, demonstrating a systematic flow through the AutoML pipeline, culminating in "Certification" at the bottom.

Selection Tool for AutoML-Software Systems


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Summary

Many AutoML software systems cover different requirements and perform use-case dependently. Therefore, this selection tool can help to select the most appropriate AutoML software solution for a given use-case. Requirements of the use-case are taken from a questionnaire and based on the answers, a use-value analysis and a ranking is carried out.

Topic Fields
Data Analytics
Published2021
Involved Institutes
Project TypeFraunhofer Project
Result Type
Responsibles

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