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Emerging Trends in Computer Science {Jan} Read It! – DoD Buzz

Emerging Trends in Computer Science: There is a brighter outlook for the computer science field and its graduates in todays technology drive world. In recent years, the exponential growth of technology has steadily increased the demand for individuals versed with the latest knowledge and skills in areas ranging from cyber security to data structure. The field of computer science engineering deals with designing, implementing, and managing the information systems of the hardware and software processes.

There is a massive demand for computer science graduates to help transform areas ranging from data infrastructure to cyber security. Thus, growing demand results in creating more job opportunities. Computer science graduates can seek employment across various exciting and diverse sectors.

Pursuing a degree programme in computer science can offer you a range of specialisations that can lead to a remunerative career. The prospective students get the liberty to choose from the one that can best match their future goals. In this article, we will look at the emerging computer science trends.

Artificial Intelligence(AI) is an emerging technology that enables a machine to simulate human behaviour. At the same time, machine learning is a subset of AI that allows the device to learn from past data without explicit programming. The AI and ML are springing up because they aim at making computer systems act like humans to solve complex problems, thus, requiring less man force for every task.

AI and ML are growing significantly because of the growth in data, advanced algorithms, and computing power and storage capacity improvement. Thus, it is among the fastest-growing technologies that can dominate the systems and devices in the future.

Big Data is an emerging field that treats ways to analyse and systematically extract information in extensive data that otherwise becomes difficult to deal with. The application and popularity of big data can be estimated from its forecasted global market value, which is nearly 103 billion U.S. dollars by 2027.

Big data is an integral part of organisations because it harnesses their data and helps them to identify new business opportunities.

Cybersecurity is the application of technologies, processes, and control to protect the computer system, programme, network, data, and devices from cyber attacks. Since cyber security efficiently reduces the risk of cyber-attacks and protects against unauthorised technology, design, or network exploitation.

Blockchain technology is a decentralised and distributed ledger that records the origins of a digital asset. It is designed uniquely that the data present on the blockchain cannot be modified or altered, making it a legitimate disrupter for industries, including healthcare, payment, and cybersecurity.

Cloud computing delivers computer services, including storage, database, networking, software, analytics, and intelligence over the internet. It is a faster, innovative, flexible resource. Hence, flexibility and ease-of-use are the two prominent reasons responsible for the growth of cloud computing.

These are some of the emerging trends that dominate the field of computer science. A career in computer science can shape your entire professional life by enabling you to join the most in-demand jobs at the heart of the technology industry. When you opt for computer science engineering, you can get the opportunity to choose from a broad range of specialisations. Sign in now to pursue a well-rounded course for a remunerative career in the computer science domain!

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Computer science professor named fellow of Association for Computing Machinery – UIC Today

Aravinda Sistla, professor of computer science, is among 70 international scientists named fellows of the Association for Computing Machinery, the worlds largest and most prestigious society of computing professionals.

The program recognizes the top 1% of ACM members for their outstanding accomplishments in computing and information technology and/or outstanding service to ACM and the larger computing community. Fellows are nominated by their peers, with nominations reviewed by a distinguished selection committee.

The ACM Fellows program honors the creativity and hard work of ACM members whose specific accomplishments make broader advances possible, said Gabriele Kotsis, ACM president. New technologies are the result of skillfully combining the individual contributions of numerous men and women, often building upon diverse contributions that have emerged over decades. But technological progress would not be possible without the essential building blocks of individual contributors.

The 2021 fellows represent universities, corporations, and research centers in Belgium, China, France, Germany, India, Israel, Italy and the United States.

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Computational Thinking Is for Everyone – Duke Today

As a first-year Duke student working towards a career in medicine, Benjamin Asomani was curious about computer science and coding, but wary of diving into coursework without prior exposure to the field. At the suggestion of another student, he participated in the summer 2021 Code+ program, learning CSS and HTML skills as part of an applied group project, while confirming his interest in computer science. This semester, Asomani has begun coursework for a minor in computer science to complement his planned major in biology.

The hands-on learning was a good way to be introduced to coding. I liked the process of making and building something for a project and having instructors who could help us review our work and spot mistakes, said Asomani, who finished the program feeling confident about his abilities in CSS and HTML.

Dukes Center for Computational Thinking (CCT) launched in 2020 to support and coordinate campus-wide resources for faculty, students and staff. Its core priority is to ensure all Duke students can be exposed to computational approaches and learn to use data to create new knowledge.

For students like Asomani, the CCTs network of programs can provide an introduction to computing, and make computational majors more accessible by reducing real or perceived barriers to entry.

For undergraduate Harsha Srijay, the summer 2020 +DataScience Advanced Research Program linked his math and data science majors with his interest in bioinformatics for a project exploring the use of predictive models for diagnosing respiratory diseases. Im more interested in applied work than theoretical modeling, and this project let me focus on using the tools of data science to solve real-world problems, Srijay noted.

To support instruction, the CCT works with faculty and departments across Duke to integrate computing-related content into their courses, and provides learning modules to supplement faculty instruction.

Learning how to draw critical conclusions from data and to take computational approaches to solving complex problems across disciplines are important elements of a 21st century liberal arts education, said Provost Sally Kornbluth. The CCT is connecting existing resources at Duke and responding to gaps in our current offerings to ensure all students and faculty have the opportunity to bring these approaches to their studies and their research.

Kornbluth recently appointed Duke School of Medicine Professor Matthew Hirschey to lead the center, working in close partnership with computing colleagues across campus. A molecular physiologist who embraced data science several years ago to advance his own skills and his labs data analysis capabilities, Hirschey is committed to helping students and colleagues realize the benefits of computational approaches.

As someone who came to computation rather recently, my perspective is that this is something everyone should know, Hirschey said. His vision involves helping students who are already steeped in computing understand its intersections with ethics, policy and other fields. And for liberal arts students and scholars, Hirschey wants the CCT to help them become comfortable and capable with computation and computational tools to extract meaning from data, regardless of their field of study, he noted. Because the current generation of liberal arts students should understand how computational approaches can be used to find patterns in literature, or art, or dance.

In a mini-course on data science led by Hirschey, Ph.D. students Taylor Chavez and Jessica Portillo learned computational skills with immediate application to their research. I come from a wet lab background, and this has provided the foundation and basic components of what I need, and clarified that I do want to do more computational work in the future, said Portillo.

Chavez studies tissue engineering and used course assignments to work with data from her experiments. I have some coding background, but really not enough, she said. This was the first time Id actually taken a class that was meant to teach me how to analyze and visualize experimental data in the context of my science. I brought my own data, and I got to play with different ways to visualize the results in ways that made sense for how I wanted to present my data.

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Senior Lecturer, Computer Science job with DEAKIN UNIVERSITY | 278589 – Times Higher Education (THE)

This position provides an exciting opportunity to join the vibrant School of Information Technology at a young and progressive Deakin University. Undertaking research, teaching and community/industry engagement in a broad area of computer science. We are seeking an individual who is actively involved in research, teaching and engaged with industry and community. You will be joining a team of passionate computer scientists, software engineers and, IT professionals leading cutting edge courses and world class research centres in computer science, Artificial Intelligence, cyber security, software engineering and Internet Of Things (IOT). Additionally, providing you with opportunities to work across the Faculty with engineers, scientists, environmentalists, architects, and construction professionals. Collaboration and involvement with community, professional organisations, and industry is also a key part of the opportunities this role provides.

Your key responsibilities will include:

To be successful, youll have:

Applications for this position close on 20 Feb 2022

This role requires the incumbent to apply for and maintain a Working With Children Check (refer to Deakins Recruitment Procedure for further details).

Please submit your updated resume, responses to KSC and a cover letter outlining your skills and experience for this role.

For further information regarding this role, please contact Professor John Yearwood, Head of School, at john.yearwood@deakin.edu.au

Are You Ready?

Deakin is a Victorian university with a global impact. We are an agile, dynamic and innovative university committed to making a positive impact through our excellence in education, research and innovation and the contributions we make to the wider community.

We understand that our reputation has been built on the dedication and expertise of our staff and we offer a dynamic and diverse working environment with opportunities to grow and develop careers. We believe that a progressive, thriving culture will ensure that people choose to come, and stay at Deakin and contribute to our ongoing success.

We value diversity and aim to build an inclusive environment that champions, embraces and respects differences. We support and encourage applications from Aboriginal and Torres Strait Islander people, and people of all cultures, sexual orientation, and genders

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Senior Lecturer, Computer Science job with DEAKIN UNIVERSITY | 278589 - Times Higher Education (THE)

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H&S Students: Apply to be a 2022 Humanities and Sciences Summer Scholar! – Ithaca College

The School of Humanities and Sciences is pleased to announce that applications are now open for the 2022 H&S Summer Scholars Program.

The H&S Summer Scholars Program provides paid positions in the summer for H&S studentsin all majorsto engage full-time in research, scholarship, or creative inquiry projects in collaboration with an H&S faculty mentor. This year, we are considering projects that can be done either remotely or in-person. The standard Scholar compensation for 2022 is $4,224 for 8 weeks of full-time work beginning on June 1.

Summer Scholars has given me the opportunity to create a project that will propel me into my future after college. During that process I have been able to work on my investigative skills, my writing, and my ability to communicate my thoughts to others. Having so much freedom also allowed me to realize how I work best, which translates into other aspects of my life. Overall, the Summer Scholars program made me a better student, academic, and person. A recent Summer Scholar

All H&S students apply to the H&S Summer Scholars via an online application. Complete information on eligibility and program requirements, as well as links to the online application, are available on theH&S Summer Scholars webpage.

The deadline for submission is Monday, February 28 at 4pm.Decisions will be announced no later than April 2, 2022.

Students applying to the program will be considered for all available positions. Some positions, such as those supported by the Dana Internship program or the Emerson Humanities Collaboration Award, require students to be financial aid eligible, but no additional application materials are required to be considered for these awards. For full consideration, students must have a current FAFSA on file with Student Financial Services at the time of application to receive consideration for positions supported by these programs.

WANTTOKNOWMORE?

Were hosting two zoom information sessions specifically for students designing independent projects in creative arts, humanities, and social science fields:*Monday, January 31 at 3pm Thursday, February 3 at 12:10pmYou must register for the session in order to receive the zoom link.At these sessions, well review application requirements and program expectations.

*Students with majors in the departments of Biology, Chemistry, Computer Science, Environmental Studies & Sciences, and Physics/Astronomy should be in touch with their departments to find out about summer research opportunities with faculty in those fields.

We also welcome individual inquiries via the H&S Deans office athsadmin@ithaca.edu.

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H&S Students: Apply to be a 2022 Humanities and Sciences Summer Scholar! - Ithaca College

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Computer science undergraduate wins prestigious research scholarship to support work on misinformation and the role of social media – Dailyuw

Social media and other platforms used to communicate with large audiences are ubiquitous in todays society with the expansion of apps like TikTok and Twitter. A popular creator who features a lesser-known creator may experience the unintended consequence of contributing to the exponential growth of the latters followers or friends. The smaller creator then commands a greater audience to communicate with. For researchers in mis- and disinformation, the consequences of spotlighting are critical for understanding how false information spreads.

For Joey Schafer, a fourth-year undergraduate student in computer science, spotlighting was more than a phenomenon for research. After his response to an article in The Atlantic was retweeted by Carl Bergstrom, a UW biology professor with over 150,000 followers, Schafer watched his account skyrocket from several hundred followers to nearly 2,000 overnight.

Against his own expectations, Schafer became the subject of what he was studying through the Mary Gates Research Scholarship he received last fall. Schafers trajectory in research began as a first-year student watching Kate Starbird, professor of human centered design & engineering (HCDE), give a lecture on her research.

I really enjoyed hearing about [Starbirds research], Schafer said. It seemed like it was making a difference actually using computers to help people or help understand whats going on in our world. And that's when I knew that I wanted to help people.

Starbird is one of the co-founders of the Center for an Informed Public (CIP) where she conducts mis- and disinformation research as the current faculty director. Although the CIP has a variety of research areas, its affiliates mostly focus their research on mis- and disinformation spread regarding the COVID-19 pandemic and the most recent presidential election.

I thought, [The CIP] seems like something that's really cool, I'd like to get involved with this, Schafer said. But this was in my first quarter and I did not feel prepared for joining some sort of research lab with this incredible professor right away.

Schafer applied to join a research group and was accepted to work with Andrew Beers, a doctoral student in HCDE, on data visualization for online misinformation. Later, Schafer worked with Starbird and other professors from the CIP to conduct research on the 2020 election.

We were working on monitoring misinformation and disinformation about specific topics related to the election, Schafer said. Things like voter fraud, attempting to delegitimize the election, attempting to intimidate voters or provide them with false information about when the election was or where they could vote.

Schafer collaborated with researchers from Stanfords Internet Observatory to monitor mis- and disinformation in real-time. The CIP and the Stanford Internet Observatory are the two university-affiliated members of the Election Integrity Partnership, a research group that formed in July 2020. Their full report, The Long Fuse: Misinformation and the 2020 Election, is available online through the Election Integrity Partnerships website.

Jevin West, a CIP founding director, applauded Schafers advanced research abilities.

It has been such a pleasure to have Joey Schafer in the CIP here at UW, West said in an email. Joey is one of the most advanced undergraduate researchers I have ever worked with. We joke in the CIP that Joey should be applying to professorial positions and not just grad school. He is already producing faculty-level research that is having national impact.

After completing this project in the fall of his third-year, Schafer pursued independent research projects and publications.

You can apply to graduate with honors [in computer science] and one of the requirements for that is working on an undergraduate thesis research project, Schafer said. That's the project I'm working on now, and the one that the scholarship is for is to understand the impact of spotlighting on social media behavior, particularly in the context of misinformation.

Starbird commended Schafer for his work on several projects with the CIP that led to his honors thesis.

Joey has been a critical member of our research team for more than two years helping to visualize and analyze mis- and disinformation related to Election 2020 and Covid-19, Starbird said in an email.

Schafer will work with Starbird and Emma Spiro, a CIP co-founder and assistant professor at the Information School, during his award period to inform critical analyses of social media use. Schafer aspires to continue researching mis- and disinformation pertaining to socio-technical systems like social media, and how they affect society.

His current research examining the phenomenon of spotlighting in social media posts will help us understand how attention is shaped and conferred from one account to another in online spaces, Starbird said. Joey is a brilliant student and researcher, and an amazing collaborator. He contributes to our research at the Center for an Informed Public in so many ways. Were extremely lucky to have him on our team.

While navigating the complexity of becoming spotlighted by a well-known researcher, Schafer continued to work on research projects both independently and across departments to break academic silos and even had a paper accepted with minor revisions to a research journal.

I think that it's been really enriching to have these other disciplines to work with rather than just sort of get trapped in, you know, one bubble of like only computer science or only biology, or whatever other field you're in, Schafer said. I think there's a lot of value in that sharing process.

Schafer encouraged students aspiring to follow in his footsteps to find something they are interested in at UW and pursue opportunities outside their declared discipline. This mentality helped bring Schafer full-circle, by working with the professor who inspired his first-year trajectory and going on to receive the Mary Gates Research Scholarship to support his interests.

The Mary Gates Research Scholarship supports undergraduate students engaging in research through a $5,000 grant distributed over two academic quarters. Interested applicants may apply online during autumn or winter quarter.

Reach reporter Julie Emory at news@dailyuw.com. Twitter: @JulieEmory2

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Master of Science in Data Science at Texas Tech University: The best of both worlds – Study International News

Jacob Adams holds a bachelors degree in Mathematics and Computer Science, which incorporated similar concepts to those used in Data Science, but he did not know how to use his knowledge and skills to advance his career.

The Master of Science in Data Science (MSDS) at Texas Tech University changed that. It helped him realise there is a promising future in, what the World Economic Forum calls, the new gold.

Source: Texas Tech University Rawls College Of Business

Data is utilised in every facet of the economy today, and people from all over the world and from every different background can succeed if they want to learn how to improve decision-making in business. The MSDS degree has helped me identify how everything I learned in my undergraduate is being used in the real world, Adams enthused.

Although this programme is offered by the Rawls College of Business, it provides the perfect mix of both technical and business coursework, much to Ritu Jagatpal Tomars delight. The MSDS alumna strongly feels that this balance is the best aspect.

Adams concurs, adding, this programme is not specifically created for technically inclined people. He believes that its strategic combination of courses has allowed him to get ahead of most people in this industry.

The MSDS programme provides flexible learning modes: online or on campus. Source: Texas Tech University

The MSDS programme is flexible; designed to fit a wide range of personal and professional needs. Students learn how to use advanced technologies and statistical methods to manipulate and interpret data into actionable organisational strategies in one accelerated year either online or on campus. A two-year, part-time option is available online only.

Nick Burns, a graduate of the programme, took the one-year option, and has no regrets.

Looking back, the time I put into it was well worth it. If you put in the time and effort, you will definitely reap the benefits, recalls Burns, who worked his way up in the Data Analytics industry after graduation. He is now the CEO of his own coaching business.

Indeed, the MSDS programme is not only flexible, but affordable.

Texas Tech Universitys campus is located in the affordable city of Lubbock, Texas. Source: Texas Tech University

TTUs Rawls College of Business is located in Lubbock, Texas where students can enjoy both big city conveniences and small-town friendliness. Lubbock is ranked 16th among Texass cheapest urban areas and scores an impressive 91.5% for their overall cost of living index (Council for Community and Economic Research 2017), a fact that greatly appealed to Tomar.

Since Im an international student, one of the things that persuaded me to pursue this course was that the cost of living in Lubbock is quite low. You can manage your expenses very well here, Tomar explained.

In addition to the attractive costs, there is another incentive that may be of particular interest to international students. This programme is STEM-designated, which means upon completion, international students may qualify to work in the US under the Optional Practical Training (OPT) programme for up to three years after receiving their degrees.

Furthermore, as one of the first and most well-established Data Science programmes in the country, it is little wonder the online MSDS programme performs well in rankings. It is ranked #6 nationally, and the US News and World Report 2021 gave this programme the #17 spot for Best Online Masters in Business Programmes (Excluding MBA).

As we strive to provide a high-quality education to our students, the rankings show that all the strategic initiatives we have taken over the last few years are making an impact, raved Dr. Mayukh Dass, Associate Dean of Graduate Programmes and Research.

TTU Rawls College of Business faculty members are skilled in research subjects such as computer-aided decision making and information requirements determination. Adams is especially grateful for this.

MSDS graduates are highly esteemed in the industry. Source: Texas Tech University

Our professors are former professionals in their area of expertise, and are always willing to help, Adams chimed in, adding that he and other fellow students can also make use of the renowned of Rawls Career Management Centres useful employment services.

All of this, affordability, sterling rankings, exceptional faculty and student-oriented support services, result in an average starting salary of US$90,000 and an outstanding job placement rate of 90% for graduates. If you are looking for an excellent US postgraduate programme in Data Science, apply here today.

Follow Texas Tech University Rawls College of Business on Facebook, Twitter, YouTube, Flickr, Instagram and LinkedIn

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UNM SOE developing technology to repair satellites and build structures in orbit – UNM Newsroom

Researchers from The University of New Mexico School of Engineering are part of a multi-institutional consortium selected by the Air Force Research Laboratory (AFRL) and the Air Force Office of Scientific Research (AFOSR) to pioneer research into robotic inspection, maintenance and manufacturing of satellites and other structures while in orbit.

AFRL and AFOSR selected the Carnegie Mellon University-led proposal, "Breaking the 'Launch Once, Use Once' Paradigm," as part of the newly established Space University Research Initiative (SURI). Rafael Fierro, a professor in the Department of Electrical and Computer Engineering, is leading the project at UNM.

The main goal of the project involves developing a way to repair, maintain and upgrade the 6,500 satellites that are currently in orbit. It is estimated that about half of those are not functional, which renders them useless, and repairs and refueling are nearly impossible in orbit. This means that satellites are typically good for only one use.

This consortium aims to change that, however.

"This is an incredible opportunity to work together toward an ambitious goal," said principal investigator Howie Choset, a professor in the Robotics Institute at Carnegie Mellons School of Computer Science. "No one knows how to refuel spacecraft such as satellites and telescopes. If we're successful, we will."

The work will require expertise in artificial intelligence, hard and soft robotics, additive manufacturing, astrodynamics, estimation theory, control, and space systems. Researchers intend to further develop existing technologies related to self-deployable construction tools,decentralized autonomy, attaching new components to existing structures while in orbit, and intelligent and interactive inspection.

Fierros research includes advanced robotic manipulation for space operations. He directs UNMs Agile Manufacturing (AgMan) Lab, a joint effort between the university and AFRL, which provides state-of-the-art robotics and automation equipment aimed at creating on-orbit advanced manufacturing. UNMs part of the project will be conducted at this facility, which is on UNMs South Campus.

Fierro said UNM will be tasked with leveraging the successful AFRL-university-industry cooperative research model currently implemented at AgMan.

For the last three years, UNMs AgMan has been working with AFRL enabling robotics, artificial intelligence, and additive manufacturing technology to make satellite assembly more efficient and cost effective, Fierro said. We are excited to be part of the first SURI program and develop novel solutions to enable on-orbit servicing and manufacturing of spacecraft via advanced robot systems and digital twins.

In addition to Fierro, a postdoctoral researcher and several graduate and undergraduate students will be workingon this project.

Additional consortium collaborators are Texas A&M and Northrop Grumman Corporation, which will develop systems for intelligent inspection, dexterous maintenance and agile manufacturing of satellites in space.The University of Buffalo will lead a team from Penn State, Georgia Tech, MIT and Purdue in a second SURI proposal focused on tracking and gathering information on objects in space. Each proposal is eligible for up to $1 million in funding per year for three to five years.

Photo:Arendering of the Northrop Grumman mission robotic vehicle using its robotic arm to service a satellite, an example of what the SURI project will strive to accomplish. (Photo credit: Northrop Grumman)

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Equations built giants like Google. Wholl find the next billion-dollar bit of maths? – The Guardian

In 1998, a computer science PhD student called Larry Page submitted a patent for internet search based on an obscure piece of mathematics. The method, known today as PageRank, allowed the most relevant webpages to be found much more rapidly and accurately than ever before. The patent, initially owned by Stanford, was sold in 2005 for shares that are today worth more than $1bn. Pages company, Google, has a net worth of well over $1tr.

It wasnt Page, or Googles cofounder Sergey Brin, who created the mathematics described in the patent. The equation they used is at least 100 years old, building on properties of matrices (mathematical structures akin to a spreadsheet of numbers). Similar methods were used by Chinese mathematicians more than two millennia ago. Page and Brins insight was to realise that by calculating what is known as the stationary distribution of a matrix describing connections on the world wide web, they could find the most popular sites more rapidly.

Applying the correct equation can suddenly solve an important practical problem, and completely change the world we live in.

The PageRank story is neither the first nor the most recent example of a little-known piece of mathematics transforming tech. In 2015, three engineers used the idea of gradient descent, dating back to the French mathematician Augustin-Louis Cauchy in the mid-19th century, to increase the time viewers spent watching YouTube by 2,000%. Their equation transformed the service from a place we went to for a few funny clips to a major consumer of our viewing time.

From the 1990s onwards, the financial industry has been built on variations of the diffusion equation, attributed to a variety of mathematicians including Einstein. Professional gamblers make use of logistic regression, developed by the Oxford statistician Sir David Cox in the 50s, to ensure they win at the expense of those punters who are less maths-savvy.

There is good reason to expect that there are more billion-dollar equations out there: generations-old mathematical theorems with the potential for new applications. The question is where to look for the next one.

A few candidates can be found in mathematical work in the latter part of the 20th century. One comes in the form of fractals, patterns that are self-similar, repeating on many different levels, like the branches of a tree or the shape of a broccoli head. Mathematicians developed a comprehensive theory of fractals in the 80s, and there was some excitement about applications that could store data more efficiently. Interest died out until recently, when a small community of computer scientists started showing how mathematical fractals can produce the most amazing, weird and wonderful patterns.

Another field of mathematics still looking for a money-making application is chaos theory, the best-known example of which is the butterfly effect: if a butterfly flaps its wings in the Amazon, we need to know about it in order to predict a storm in the North Atlantic. More generally, the theory tells us that, in order to accurately predict storms (or political events), we need to know about every tiny air disturbance on the entire planet. An impossible task. But chaos theory also points towards repeatable patterns. The Lorenz attractor is a model of the weather that, despite being chaotic, does produce somewhat regular and recognisable patterns. Given the uncertainty of the times we live in, it may be time to revive these ideas.

Some of my own research has focused on self-propelled particle models, which describe movements similar to those of bird flocks and fish schools. I now apply these models to better coordinate tactical formations in football and to scout players who move in ways that create more space for themselves and their teammates.

Another related model is current reinforced random walks, which capture how ants build trails, and the structure of slime mould transportation networks. This model could take us from todays computers which have central processing units (CPUs) that make computations and separate memory chips to store information to new forms of computation in which computation and memory are part of the same process. Like ant trails and slime mould, these new computers would benefit from being decentralised. Difficult computational problems, in particular in AI and computer vision, could be broken down in to smaller sub-problems and solved more rapidly.

Whenever there is a breakthrough application of an equation, we see a whole range of copycat imitations. The current boom in artificial intelligence is primarily driven by just two equations gradient descent and logistic regression put together to create what is known as a neural network. But history shows that the next big leap forward doesnt come from repeatedly using the same mathematical trick. It comes instead from a completely new idea, read from the more obscure pages of the book of mathematics.

The challenge of finding the next billion-dollar equation is not simply one of knowing every page of that book. Page spotted the right problem to solve at the right time, and he persuaded the more theoretically inclined Brin to help him find the maths to help them. You dont need to be a mathematical genius yourself in order to put the subject to good use. You just need to have a feeling for what equations are, and what they can and cant do.

Mathematics still holds many hidden intellectual and financial riches. It is up to all of us to try to find them. The search for the next billion-dollar equation is on.

David Sumpter is professor of applied mathematics at the University of Uppsala, Sweden, and author of The Ten Equations that Rule the World: And How You Can Use Them Too

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Equations built giants like Google. Wholl find the next billion-dollar bit of maths? - The Guardian

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Ardagh Group advances STEM education grants in the US – PRNewswire

As part of its $50 million program, Ardagh committed approximately $4 million to 154 PreK-12 schools in 2021 and will provide an additional $2.9 million this year to 122 PreK-12 schools to support STEM education expansion in the U.S. To date, Ardagh has partnered with PLTW to help fund 276 PreK-12 schools in 47 school districts across the following Ardagh communities: Bishopville, South Carolina; Bridgeton, New Jersey; Chicago, Illinois; Dolton, Illinois; Dunkirk, Indiana; Elk Grove, Illinois; Fairfield, California; Henderson, North Carolina; Houston, Texas; Huron, Ohio; Olive Branch, Mississippi; Pevely, Missouri; Port Allegany, Pennsylvania; Ruston, Louisiana; Sapulpa, Oklahoma; Seattle, Washington; Valparaiso, Indiana; Whitehouse, Ohio; Winchester, Indiana; Winston-Salem, North Carolina.

It is expected that, during the 10-year period of this investment program, Ardagh-sponsored education grants will benefit more than 500,000 PreK-12 students. In addition, the program will deliver best-in-class teacher training to more than 5,000 teachers across 2,000 schools in Ardagh's U.S. communities.

"As we think about preparing students for their future careers, the importance of employers engaging with students at an early stage cannot be underestimated," said PLTW President and CEO Dr. Vince Bertram. "We are grateful for Ardagh's continued commitment to partner with PLTW to provide PreK-12 students across the country with transformative, real-world learning experiences that equip them with the subject matter and transportable skills to thrive in life beyond the classroom."

Our education investments, which align to Sustainable Development Goal 4 Quality Education, are just the beginning. Ardagh is delighted to also announce a global extension of education grant funding to Ardagh communities in Europe and Brazil, with plans to be finalized and implemented this year. "We believe in the power of education to change lives, particularly in valued but underserved STEM fields," said John Sadlier, Chief Sustainability Officer, Ardagh Group. "This is why we will be extending STEM education funding to Europe and Brazil, another clear step in our sustainability strategies which include leveraging the capabilities of our people and our organization to strengthen the communities in which we operate."

To read more about Ardagh's sustainability initiatives and to view its latest sustainability reports, click here.

Further information

Jennifer Cumbee, Chief Sustainability Officer, Ardagh Group, Metal North America, [emailprotected], 773.251.9710

Notes to the editor

Ardagh Group is a global supplier of sustainable, infinitely recyclable metal and glass packaging for brand owners around the world. Ardagh operates 57 metal and glass production facilities in 12 countries, employing more than 16,000 people with sales of approximately $7bn.

Project Lead The Way (PLTW) is a mission-driven organization that is transforming the learning experience for millions of PreK-12 students and thousands of teachers across the U.S. PLTW empowers students to develop in-demand, transportable knowledge and skills through pathways in computer science, engineering, and biomedical science. PLTW's teacher training and resources support teachers as they engage their students in real-world learning. Approximately 12,200 elementary, middle, and high schools in all 50 states and the District of Columbia offer PLTW programs. For more information on PLTW, visit pltw.org.

SOURCE Ardagh Metal Packaging

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