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Aalto University is where science and art meet technology and business. We shape a sustainable future by making research breakthroughs in and across our disciplines, sparking the game changers of tomorrow and creating novel solutions to major global challenges. Our community is made up of 120 nationalities, 14 000 students, 400 professors and close to 5000 faculty and staff. 

The Department of Computer Science at Aalto University is one of the leading computer science research units in northern Europe, located at the Otaniemi campus in Espoo, Finland. With more than 400 employees, the Department of Computer Science is the largest department at Aalto University. The department is part of Aalto University School of Science. 

Software Engineering is one of the specialization tracks in the Software and Service Engineering major of the Master’s Programme in Computer, Communication and Information Sciences. In the Software Engineering track,

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Found in knee replacements and bone plates, aircraft components, and catalytic converters, the exceptionally strong metals known as multiple principal element alloys (MPEA) are about to get even stronger through to artificial intelligence. Scientists have designed a new MPEA with superior mechanical properties using a data-driven framework that leverages the supercomputing power of explainable artificial intelligence (AI).

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In-brief analysis

May 15, 2025

Data source: U.S. Energy Information Administration, Short-Term Energy Outlook (STEO), May 2025, and Oxford Economics
Note: Excludes 2020 and 2021 as outlier years because of the COVID-19 pandemic.

We forecast consumption growth of crude oil and other liquid fuels will slow over the next two years, driven by a slowdown in economic growth, particularly in Asia, in our May Short-Term Energy Outlook (STEO).

The world economy, measured by GDP, increases 2.8% in 2025 and 2026 in our forecast. Excluding the years of global economic contraction in 2020 and 2009, these economic growth rates would be the lowest since 2008. Considerable uncertainty over world trade, manufacturing, and investment points to downside risk in economic growth, which has a direct effect on oil consumption.

Economic activity uses energy. Increases in population,

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