Zukunft-Innovation-Technik (ZuInnoTe) – Digitalize your business

Schlagwort: productizing

The Question of Maintenance of pre-trained Machine Learning Embeddings

Feb 28, 2021

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von

Jörn Franke

in analytics, artificial intelligence, business, data science, machine learning

I will address in this post the issue of maintenance of large pretrained embeddings within Artificial Intelligence (AI) services. While this issue has some links to ethical aspects (see for example the European Commission’s guidelines on trustworthy AI or here), the focus here is on maintainability of those embeddings as part of MLOps. Software Maintenance…
Collaborative Data Science: About Storing, Reusing, Composing and Deploying Machine Learning Models

Aug 10, 2018

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von

Jörn Franke

in big data, business

Why is this important? Machine Learning has re-emerged in recent years as new Big Data platforms provide means to use them with more data, make them more complex as well as allowing combining several models to make an even more intelligent predictive/prescriptive analysis. This requires storing as well as exchaning machine learning models to enable…