Machine Learning for Critical Workflows | Part III

Critical-Workflows-Blog-Part3

(This is the third and last blog entry in a series of three. The first one introduced big data analytics and critical workflows. The second post discussed critical workflows in oil and gas and in life sciences. This one will speculate about machine learning techniques to optimize such workflows.) Machine learning (ML), at first blush, has to be one of the lesser Olympians in today’s IT pantheon: a quick Google search reveals “big data” to be Zeus (863 million entries), closely followed by “analytics” (632 million), while “cloud computing” is trailing at 161 million entries, and machine learning a distant fourth at 59 million entries. ML is typically defined as those algorithms (and the study thereof) that can discover patterns in data ... [ Read More ]

From Grand Challenge Applications to Critical Workflows for Exascale | Part II

Grand-Challenge-Blog-Part2-Critical-Workflows

(This is the second in a series of three blog entries. The first post introduced big data analytics and critical workflows, this one will discuss critical workflows in oil and gas and in the life sciences, and the last will speculate about machine learning techniques to optimize such workflows). In the first post, I defined workflows in terms of a low-attack surface which implied four characteristics: many user input fields, combined with mixed protocols and interfaces and blocks of software functionalities that are organized as a service to each other. In addition, critical workflows are those without which R&D or engineering doesn’t get done. I also gave an example of big data analytics (BDA) and noted an article on the analysis of ... [ Read More ]

From Grand Challenge Applications to Critical Workflows for Exascale | Part I

Grand-Challenge-Blog-Part1

(This is the first in a series of three posts. The second will discuss critical workflows in oil and gas and the life sciences while the last will speculate about machine learning techniques to optimize such workflows). A bit of background In the late ’80s, U.S. federal government agencies became convinced that a substantial effort to fund R&D in high performance computing (HPC) was required to address so-called “grand challenges” — fundamental problems in science and engineering that are ambitious (requiring some advances in science and technology) but achievable. In 1992, the Office of Science and Technology Policy (OST) released a recommendation proposing investments in HPC systems, technology and algorithms, a national ... [ Read More ]

Using Supercomputing to Create the World’s Most Fearsome Fly Swatter

iVEC-Magnus-Cray

The silverleaf whitefly is like a horrible house guest. It arrives uninvited with thousands of friends, trashes the place, eats everything in sight and then sticks you with a clean-up bill that runs into the billions of dollars. That’s exactly what Bemisia tabaci – the silverleaf whitefly – does to the global agricultural industry every year. In food insecure regions such as East Africa, however, these sap-sucking insects have an even more devastating effect. Here, the silverleaf whitefly attacks the cassava plant, a crucial food source for the region. But not only does it eat the plant’s leaves, it transmits two cassava-killing viruses. Together, these viruses will wipe out an entire year’s product. For a family, a whitefly infestation ... [ Read More ]

Chapel Users ‘CHIUW’ Their Way Through Portland

Chapel-Blog

A few dozen Chapel enthusiasts recently devoted a weekend to CHIUW 2015 — the second annual Chapel Implementers and Users Workshop. CHIUW (pronounced “chew”) is a forum for developers and practitioners of the Chapel parallel programming language to meet and share results while strategizing about the language’s future. This year’s workshop was held in Portland, Oregon, as part of the 36th annual ACM SIGPLAN conference on Programming Language Design and Implementation (PLDI). Between events, attendees made good on the CHIUW name by taking advantage of Portland’s food scene at Frank’s Noodle House, the Red Star, Blossoming Lotus, Burnside Brewing Company, Salt and Straw, Voodoo Doughnuts (natch) and Tilt (get the pie shake!). CHIUW 2015 was ... [ Read More ]