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John Martinsson

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+46 73 020 53 26
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john.martinsson@ri.se
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Expertise

AI for climate change

We are facing the greatest challenge in modern time. Climate change is already giving rise to extreme weather events around the world. Artificial intelligence can be used both to mitigate and help us adapt to the disasters we face…
Expertise

Privacy preserving machine learning

Today, large amounts of data are used to train AI systems that can be of great benefit to humanity. But what the trained systems remember from the training data is not always clear. We work to make it clear what a system remembers…
Expertise

Federated learning

Federated learning take advantage of data that is distributed across a number of clients. Learning takes place locally on the clients, and with the help of a central server these clients can collaborate and achieve an even better …
Expertise

Deep learning

Deep learning has taken the world by storm as the modern day work-horse powering many recent solutions in artificial intelligence, including Chat GPT, Dall-E, and autonomous driving. Deep neural networks are used in many applicati…
Posts
Generative AI must run using liquid cooling!
08 Jan
/
Tor Björn Minde

Generative AI must run using liquid cooling!

Optimal performance of Generative AI necessitates the implementation of liquid cooling!  In two preceding blog entries, we delved into the challenges and substantial energy consumption associated with training and utilizing e…
Generative AI does not run on thin air!
08 Oct
/
Tor Björn Minde

Generative AI does not run on thin air!

In a previous blog post, we posed the question, "Does generative AI run on thin air?" and discussed the associated challenges and strategies for mitigating energy use. We even put this question to ChatGPT, and it couldn't provide …
Edge. What is the big deal?
20 Sep
/
Tor Björn Minde

Edge. What is the big deal?

In today's digital landscape, technological advancements are reshaping the way we communicate. One of the most groundbreaking developments is deployment of 5G and in the future 6G. These next-generation networks are not just about…
Does generative AI run on thin air?
21 Aug
/
Tor Björn Minde

Does generative AI run on thin air?

Have you tried asking ChatGPT how much energy it uses to train itself? It answers “As an AI language model, I don't have direct information about the specific energy use involved in training me."