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V6

The Deep Mind of Oriol Vinyals (M.A. ’09)

The Deep Mind of Oriol Vinyals (M.A. ’09)

In a machine-versus-man match up in the video game StarCraft II, an artificial “agent” was able to learn how to reach grandmaster level with all three alien races in the game. Machines have also learned how to correctly identify objects and activities in an image and how to translate human speech. 

That’s due in large part to the work of Oriol Vinyals, who is pushing the boundaries of how deep machine learning can go.

As a principal scientist/director at Google DeepMind in London, Vinyals is the brain behind some of the most important papers and ideas that have happened in artificial intelligence (AI).

His research has been cited over 50,000 times and “he is truly one of the most brilliant and impactful minds in deep learning,” said Lex Fridman as he introduced Vinyals in a segment for his “Artificial Intelligence” podcast. 

Vinyals has been a key contributor to machine translation that drives Google Translate, to WaveNet, which is text to speech generation used by Google Assistant, and to the AlphaStar project, where an AI defeated human professionals in a game of StarCraft. The agent, known as AlphaStar, also reached grandmaster level when playing online, according to an article published October 30 in the journal Nature. This work led Vinyals to be named among the top 35 innovators under 35 for 2016 in the MIT Technology Review. He also won the AI breakthrough of the year in 2014 in the MIT Technology Review for a paper he led on image captioning.

Vinyals’s accomplishments in the world of AI are as varied as the roads he took to arrive at Google DeepMind in London. And central to the success of Vinyals, a native of Spain who also studied at Carnegie Mellon University in Pittsburgh and UC Berkeley, is his time as a CSE student at UC San Diego.

“Professionally, some of the classes that I took, even though they weren’t necessarily aligned with my main interests in AI, actually broadened my view in the field,” he says. A computer architecture class he took allowed him to understand a part of computer science he didn’t really study as an undergraduate student in Spain, where he studied mathematics and telecommunication engineering.

“As a result of that, my team at DeepMind is now driving multiple efforts at the intersection of machine learning for computer systems,” he says. Previously, Vinyals was a research scientist at Google Brain where he worked in deep learning.

Notes the MIT Technology Review in their story featuring Vinyals as one of their top young innovators, “And now, having joined the team at Google DeepMind in London, he has come full circle. There, he is working to create computers that can teach themselves how to play and win complex games—not by hard-coding the rules but by enabling them to learn from experience.”

While at CSE, Vinyals also had the opportunity to interact with Roger Levy, a former professor in the Department of Linguistics who introduced him to Natural Language Processing, a topic which later became central in Vinyals’ career. He notes how a paper he co-authored, “Sequence to Sequence Learning with Neural Networks,” essentially changed how machine translation is done, both at Google and in most technology companies, with neural networks.

His experience as a UC San Diego CSE student shaped him in personal ways as well. “I did spend most of my time at the international house where friendships were created that stood the test of time,” he says, remarking that he’s been able to reconnect with friends from UC San Diego who are visiting London.

Vinyals also says he is “far more extroverted today, which allows me to give lectures in front of thousands of people (or millions), lead a team of brilliant researchers, or have deeply engaging discussions with CEOs and worldwide influencers and leaders in technology.”

Last but not least, he says being close to the Mexico border at UC San Diego allowed him to participate in a program with other students where they travelled across the border to Tijuana and Mexicali to experience the hardship of those who are deported and become immersed in the communities that are trying to make life in Mexico better.

“The experience definitely shaped my view of the world, and hopefully helps me be a better person, and make a tiny contribution to make the world a better place,” he says. 

 

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V6

Bianca Zadrozny (PhD ’03): Developing Novel Approaches to Natural Resources Discovery and Exploration

Bianca Zadrozny (PhD ’03): Developing Novel Approaches to Natural Resources Discovery and Exploration

Since earning her PhD in 2003, Bianca Zadrozny has pursued her computer science career, in both industry and academia, in two countries. Her path has led her to IBM Research in Brazil, where she oversees natural resources analytics research. 

Her group’s mission is to conduct research projects in data-driven and physically driven analytics, aiming to develop novel technologies that can help in smarter natural resources discovery and exploration.

“I manage a group of researchers who are working on machine learning, and energy efficient techniques in general, applied to the geosciences,” says Zadrozny. “We support geologists and geophysicists working in natural resources areas, such as mining, oil and gas.” 

It’s a career that started at UC San Diego’s CSE, where her dissertation focused on cost-sensitive learning, a machine learning discipline that assesses the value of different misclassifications. 

“The training data could have some bias,” says Zadrozny, “This helps us know if the model is correct.” 

After graduating, Zadrozny went to work at IBM’s Data Analytics Research at the T.J. Watson Research Center in Yorktown Heights, New York where she had interned during the summer while working on her doctorate. 

In 2006, she returned to her native Brazil to become a computer science professor at Federal Fluminense University. “I wanted to see what it was like to work in academia as well, so I left IBM and went to the university for five years.” 

But in 2011, IBM opened a new research lab in Brazil and recruited her to come back to big blue, where her machine learning studies came in handy.

“The work I do now goes back to my PhD work at UCSD,” she says. “Now I use those skills to work on things associated with the geosciences.”

Zadrozny is also an active researcher in machine learning and data mining communities and has published over 40 articles in those areas.

She reflects on all she learned about computer science—and life in general—while at CSE. She recalls discussion with professor Francine Berman and other CSE professors about their careers and picking up tidbits she would never find in a textbook. 

“Nowadays, reflecting back on the mentorship, I can really see how important it was,” says Zadrozny. “I learned about things like imposter syndrome, which I had never heard about before. It’s been quite helpful.” 

She says her computer science classes were rigorous and allowed her to learn outside of her main focus, giving her a strong and broad background for her career. “Besides my dissertation subject, I have a very good idea about other areas in computer science.” 

And that would be her main message to current students: focus on your primary interest, but leave room for other disciplines that might come in handy. In other words, it’s important to be well-rounded. 

“Now, computer science is more and more about having a view of industry, business problems and other areas to do good applied work,” says Zadrozny. “Be deep in the areas you like, but get a broader view of computer science that might be interesting for future interdisciplinary work.”

 

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V6

The Cybersecurity Trailblazer Ozgur Sinanoglu (PhD ’05)

The Cybersecurity Trailblazer Ozgur Sinanoglu (PhD ’05)

In Ozgur Sinanoglu’s Design for Excellence lab at New York University’s Abu Dhabi campus, a major development in cybersecurity has emerged.

The Electrical and Computer Engineering professor and his team of eight researchers have made news over the last couple of years with their strides to create a chip that can stand up to a variety of threats and attempts to violate its security. A first-of-its kind chip that would be unhackable.

At New York University Abu Dhabi (NYUAD), Sinanoglu, who is also the associate dean of engineering, is blending his foundations in teaching and research that were formed and fine-tuned across the globe at UC San Diego’s CSE.

“Directly prepared” for opportunity

As a CSE student, Sinanoglu says he was able to take courses from great faculty, was able to help those professors as a teaching assistant and had the opportunity to work in a research lab side-by-side with talented PhD students. And he was supervised by a one-of-a-kind professor, Alex Orailoglu.

“The courses I took were very challenging and some of them helped me build a solid foundation that still serves me well today in my research program,” said Sinanoglu, who won the IBM PhD Fellowship Award in 2001 and 2002, and the CSE PhD Dissertation Award in 2005. 

As a teaching assistant, he gained “not only precious teaching experience but also self-confidence that I have benefitted so much from,” he recalls. “And by working in a research lab with brilliant graduate students and interacting with them, I gained a good understanding of what a great research lab should look like.”

From Orailoglu, his PhD advisor, Sinanoglu gained a variety of technical and non-technical skills.

“He’s a very demanding professor. He’s kind of a perfectionist,” Sinanoglu remembers.

After one presentation, Orailoglu offered Sinanoglu the following advice: “Great technical discussion, but I’m bored.”

Sinanoglu, while taken aback, said he was forced to write and present concepts and material in a way that would be interesting to the reader or audience.

As a result he says he ended up becoming a well-rounded PhD graduate.

“I now know how I should supervise my PhD students thanks to this experience,” he says. “It’s very important for those who go through their PhD and become a professor to gain these skills.”

By the time the opportunity arose that allowed Sinanoglu to both teach and manage a lab, he says he was ready for the challenge thanks to CSE.

“I was directly prepared for that kind of position,” said Sinanoglu.

An unhackable discovery

After earning his PhD, he remained in the San Diego area for a couple of years working for Qualcomm as a senior chip designer. Sinanoglu, a Turkish native, ultimately decided he needed to be closer to home so he relocated to the Middle East and joined academia at Kuwait University.

Then in 2010, Sinanoglu  landed his dream job. He joined NYUAD as an assistant professor and set up the Design for Excellence lab. He was one of the earliest faculty members to join the campus described as a “comprehensive liberal arts and science campus in the Middle East operated abroad by a major American research university.”

“This is the place for me and it was the best decision I’ve made,” said Sinanoglu, who was drawn to the mix of liberal arts-style teaching in small classes with a significant focus on and support for research. 

On the teaching front, he found the interactive nature of some of the courses he took at UC San Diego “served as a good model for me in developing courses to teach at NYU. By being a teaching assistant for courses taught by great faculty I learned how to organize lectures and labs, of course, and how to deliver it in the most effective way,” he recalls.

With the research aspect, he says heknew exactly what was needed for setting up a research lab because I had been in one of the best during my time at UC San Diego.”

Sinanoglu jumped in and with his team of engineers began a seven- to eight year-long effort to design, develop and refine a chip that would be unhackable. His lab leads developments on cybersecurity and creating securer and safer computer systems for designers and manufacturers of IT technology, and also everyday consumers of technology.

In 2017, he talked to The National, a Middle East publication, about the team’s progress.

“This is the first prototype for a chip that has security features built in at the hardware level,” he told the publication. “The purpose of this chip is a proof-of-concept to show that we can take any chip design, apply our software on the design to lock [it], and create trustworthy locked chips that are resilient to hardware-level threats such as counterfeiting, piracy, reverse-engineering and tampering.”

The new chip ensured a secure platform from start to finish in the hardware.

“If the hardware is compromised, you can have the strongest operating system but you can’t talk about a trustworthy system,” Sinanoglu told The National.

Sinanoglu also set up a platform allowing potential hackers to attempt to break in, because “crowd-sourcing is the best way to test your security,” the publication reported.

Sinanoglu and his team improved on their original solution and went on to design a more secure version of their chip recently. In refining the chip, the engineers stripped out security-critical logic and left no structural traces. The subtractive version of their chip was unveiled in December 2018 and since then, no one has found the key, Sinanoglu told the news magazine OZY in a story on him and his lab earlier this year.

In 2018, Sinanoglu was awarded a three-year grant from Intel Corporation to support similar yet unrelated research into new ways of securely testing and configuring chips by third-party companies.

A NYUAD news story announcing the grant described how Sinanoglu’s research “allows tech companies to obscure security critical data, such as the chip’s serial ID, by using a secret key preloaded onto the chip. Once hidden, a third-party company can test and configure each chip before being sold to customers, yet with no access to the chip’s security critical data.”

And with support from the United States, including the National Science Foundation and Defense Advanced Research Projects Agency (DARPA), the United Arab Emirates government as well as industry, Sinanoglu and his researchers are making big strides in making our cyberworld more safe and secure.

 

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V6

Letter From the AAB President

Letter From the AAB President

CSE Alumni Advisory Board President, Aaron Liao

Greetings from the CSE Alumni Association Board!

As we cap a year of achievements within our CSE community, I want to thank those of you who participated in one (or all!) of our significant events during the past year. From the CSE Research Open House in January to our inaugural Celebration of Diversity, the talents and contributions of our students, faculty and alumni were on proud display.

Next year will also present opportunities to showcase the work, research, and impact we all make. I encourage you to attend the CSE Research Open House on January 31. It’s a great opportunity for alumni, students and industry partners to spend the day with CSE and find out what’s new. You can register and learn more here: https://cse.ucsd.edu/about/cse-research-open-house

The second CSE Celebration of Diversity will be held May 15. This important event aims to recognize the wealth of contributions from all different kinds of people in our community and act as a forum to discuss how we can continue to evolve to become a community of inclusive excellence; more information will be forthcoming at https://cse.ucsd.edu/about/cse-celebration. Led by the CSE Department’s Diversity, Equity & Inclusion (DEI) committee, the 2019 event was a resounding success! (You can see photos from the first Celebration of Diversity at http://csecelebration.ucsd.edu/. )

You can also follow the latest CSE news and engage with the Alumni Association Board through social media—on  Facebook, LinkedIn, Twitter and Instagram— or by visiting our website: https://cse.ucsd.edu/index.php/people/cse-alumni

 

Aaron Liao (B.S. CS ’05)
CSE Alumni Advisory Board President

 

 

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V6

Letter From the Chair

Letter From the Chair

CSE Professor and Chair,
Dean Tullsen

Hello Everyone,

Whether here in San Diego or across the country or across the world, one thing you’ll find with UC San Diego CSE grads is they are true trailblazers.

In this issue of the CSE Alumni Magazine, we profile three alumni who are making their mark abroad in important ways—from enhancing our cybersecurity to breakthroughs in machine learning and AI to developing novel technologies that lead to smarter natural resources discovery and exploration.

 You’ll also find plenty of news that should make you very proud to be part of our CSE community. Our faculty have continued their impactful research, garnering attention across the University, the country and internationally for their work. Some additional numbers I’d like to share: our department is No. 9 in publications in top computer science venues and had $31 million in total research expenditures in this last academic year.

 Recently, I had the privilege to be a part of the Red Chair campaign–  a central component in our first annual Celebration of Diversity. The Red Chair, and the Celebration of Diversity that surrounded it, grew out of our strategic plan for diversity, equity and inclusion. I’m proud of how our department has taken ownership of these issues.

I encourage you to be an even bigger part of our community by joining one—or all—of our important events coming up in the next year. The 2020 Research Open House will be held January 31 and it’s a great opportunity for alumni, industry partners and students to explore all that’s going on at CSE. I encourage you to attend! Find out more and register here: https://cse.ucsd.edu/about/cse-research-open-house

 

I hope you enjoy this issue of the CSE Alumni Magazine and look at the accomplishments of our collective community with as much pride as I do.

 

Dean Tullsen
Professor and Chair, CSE