machine learning – Zukunft-Innovation-Technik (ZuInnoTe)

The Question of Maintenance of pre-trained Machine Learning Embeddings

Feb 28, 2021

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von

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…

AI Applications and Systems for Deep Logic and Probabilistic Networks

Sep 28, 2020

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von

Jörn Franke

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

This blog post describes the integration of deep learning, logic and probabilistic reasoning to enable advanced artificial intelligence tasks. The combination of completely different set of AI approaches will be one of the key advances to support AI driven business processes in the coming years. Furthermore, I describe challenges for operating such complex AI systems…

GPUs, FPGAs, TPUs for Accelerating Intelligent Applications

Feb 5, 2019

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von

Jörn Franke

in big data, business, data science, emerging trends, machine learning

Intelligent Applications are part of our every day life. One observes constant flow of new algorithms, models and machine learning applications. Some require ingesting a lot of data, some require applying a lot of compute resources and some address real time learning. Dedicated hardware capabilities can thus support some of those, but not all. Many…

Kategorie: machine learning

The Question of Maintenance of pre-trained Machine Learning Embeddings

AI Applications and Systems for Deep Logic and Probabilistic Networks

GPUs, FPGAs, TPUs for Accelerating Intelligent Applications