Deep learning innovation shows space age promise

An innovative breakthrough in deep learning using one of the world’s most powerful supercomputers is enabling the study of galaxy formation, with future implications for use cases in other fields such as healthcare, automotive manufacture and smart cities.

 

The project, conducted in Japan by the University of Tokyo, Tohoku University and Kobe University, leveraged the power of the Fugaku supercomputer. It had the aim of accelerating forecasts around the expansion of supernova shells for highly resolved galaxy simulations. The breakthrough was based around a new type of deep learning inference engine called SoftNeuro from AI-based image processing solution developer Morpho.

 

SoftNeuro supports major deep learning frameworks and performs faster processing in various edge-device environments. As a general-purpose inference engine, it can be used not only for image recognition but also for speech recognition and text analysis.

 

“Morpho has worked on optimization on SoCs for smart devices in the past, but through the 3D CNN acceleration of SoftNeuro on Fugaku, we were able to take on the new challenge,” explained Hitoshi Matsuo, Senior Researcher, CTO Office, Morpho. “I expect that the experience gained from this project will enable us to utilize our technology for optimization of 3D calculations and optimization on supercomputers in the future.”

 

With the growing need for faster and more efficient 3D simulations using deep learning, Morpho said will continue to further improve the technical capabilities of SoftNeuro and develop the technology on a global level for use in numerous applications.

 

If you are interested in advances in AI and other cutting-edge tech, then this could be the event for you:

 

CxO Summit, San JoseFor Business Leaders, CIO’s, CISO’s, CTOs & Technologists – Business Innovation Leaders Forum

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Book of the Month*

The Serendipity Mindset: The Art and Science of Creating Good Luck

By Dr Christian Busch
Serendipity is an aptitude for making desirable discoveries by accident. To other people it looks like “good luck”, but it is more the ability to recognise and seize an opportunity, rather than have good fortune thrust upon one. Finding a wallet stuffed with money on the conference room floor is good luck, whereas holding it up and asking if anyone has lost their wallet might be the beginning of a valuable friendship – that would be serendipity.

Chance encounters, or strokes of fortune, feature in countless stories of business success. This book looks beneath the surface, reveals and teaches the mindset that can transform pure chance into opportunity. The author is director of the Global Economy Program at New York University’s Center for Global Affairs, and a lecturer at the London School of Economics.

Serendipity is an aptitude for making desirable discoveries by accident. To other people it looks like “good luck”, but it is more the ability to recognise and seize an opportunity, rather than have good fortune thrust upon one. Finding a wallet stuffed with money on the conference room floor is good luck, whereas holding it up and asking if anyone has lost their wallet might be the beginning of a valuable friendship – that would be serendipity.

The author says “This is a book about the interactions of coincidence, human ambition and imagination”. In the above example: finding the wallet is the coincidence; ambition is the desire to make something of the discovery; add imagination and you open up a whole menu of possibilities: from spending spree to earning a reputation for honesty – or even making a wealthy friend.

Business is typically forged on human ambition and imagination, but early success often feeds an appetite for control – and “control freaks” can be blind to the opportunities thrown up by the unexpected. They only see chance events as distractions. If plans go awry, they may blame the failure on “bad luck” rather than admit their own inflexible attitude.

The author himself admits to being “a German who is used to planning” and prone to feel anxious when something unexpected happens. That makes him an ideal teacher, because he has worked hard to discover and analyse the mindset that enables one to “connect the dots” and cultivate serendipity. He presents a goldmine of examples from science, business and life where an apparent mishap or failure lead to a breakthrough.

Indeed, studies suggest that around 50% of major scientific breakthroughs emerge as the result of accidents or coincidences. A well-known example is Alexander Fleming’s discovery of penicillin, launching the whole field of antibiotics. Other examples include X-rays, nylon, microwave ovens, rubber, Velcro, Viagra and Post-it Notes – where would we be without these!

The book goes beyond the ability to recognise and respond to opportunities in chaos, but the subtitle – The Art and Science of Creating Good Luck – is actually a bit misleading. True, he does show ways to develop better fortune, but it would be better to call it “inviting” or “encouraging” good luck. For example, he suggests better ways to start a conversation with a stranger – ways that will make it more likely to lead to chance connections or shared interests.

The publishers may have chosen the word “creating” to make the book appeal to the human desire to control – for control freaks are exactly the readership that would benefit the most from this book’s wisdom and practical advice.

For the rest of us, it offers a great way to rediscover the sense of play that is so important in life – and too often lost in business.

 

“Following the success of The Serendipity Mindset hardback, a paperback edition has also now been launched under the title “Connect the Dots”.

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