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Research Assistant in the Division of Science (Computer Science)

Employer
New York University Abu Dhabi
Location
Abu Dhabi, United Arab Emirates

Job Details

Research Assistant in the Division of Science (Computer Science) - Dr. Mohamed Riyadh Baghdadi


Description


Many companies, such as Google, Facebook, and Amazon are building new specialized programming frameworks.  This is because these companies need to allow their users to write simple, high-level code and run it efficiently on different hardware architectures. For example, Google has built TensorFlow, a framework for deep learning allowing users to run deep learning on multiple hardware architectures without changing the code.


Our research team at NYUAD (New York University Abu Dhabi) in collaboration with MIT (Massachusetts Institute of Technology, USA) is developing a new programming framework called Tiramisu  [1]. Unlike existing frameworks, Tiramisu can perform advanced code optimizations that are hard to apply otherwise. Because of this, Tiramisu can generate fast code that outperforms highly optimized code written by expert programmers and can target different hardware architectures (multicore, GPUs, FPGAs, and  distributed machines).


In order to have the best performance (fastest execution) for a given Tiramisu program, many code optimizations should be applied. Optimizations include vectorization (using hardware vector instructions), parallelization (running loop iterations in parallel), enhancing data locality by fusion, and blocking (i.e. accessing arrays in a way that improves temporal and spatial data locality). A large number of optimizations exist and choosing which optimization should be used and which should not is important for performance.  In some situations, some optimizations are harmful to performance while they are beneficial in other situations. Currently, there is no way to help users choose which optimizations should be used.  Expert Google programmers usually spend a lot of time trying different optimizations manually to find the best set of optimizations.


The goal of this project is to add support for automatic code optimization in Tiramisu.  In particular, we want to use machine learning/deep learning to achieve this. Currently, a basic automatic optimization module that relies on machine learning has been developed and we want to take that module to the next level. The final product of this project would be a compiler pass that allows Tiramisu to automatically choose which optimization should be used for a given unoptimized program. We want to produce a high-quality technique that can be used by the users of Tiramisu and especially by our partner companies and research labs.


Benefits


The selected candidate will work on cutting edge projects with a very high practical impact on many areas. They will receive a competitive monthly salary. Travel and VISA expenses will also be paid by NYUAD. They will participate in writing papers and submit them to the best conferences in the field (NIPS, PLDI, ISCA, ) and will travel to participate in international conferences abroad.


Application


To apply, please send your cover letter, CV and transcripts (with ranking) for the last two years, contact references and indicate when you ll be able to start. Being able to start as early as possible is a plus. Please also indicate any relevant technical skills that you have. If you have any questions, please send an email to Dr. Mohamed Riyadh Baghdadi at  rb4792@nyu.edu


 About NYUAD


 NYU Abu Dhabi is a degree-granting research university with a fully integrated liberal arts and science undergraduate program in the Arts, Sciences, Social Sciences, Humanities, and Engineering. NYU Abu Dhabi, NYU New York, and NYU Shanghai, form the backbone of NYU s global network university, an interconnected network of portal campuses and academic centers across six continents that enable seamless international mobility of students and faculty in their pursuit of academic and scholarly activity. This global university represents a transformative shift in higher education, one in which the intellectual and creative endeavors of academia are shaped and examined through an international and multicultural perspective. As a major intellectual hub at the crossroads of the Arab world, NYUAD serves as a center for scholarly thought, advanced research, knowledge creation, and sharing, through its academic, research, and creative activities.


EOE/AA/Minorities/Females/Vet/Disabled/Sexual Orientation/Gender Identity Employer


UAE Nationals are encouraged to apply


References


[1] http://tiramisu-compiler.org/


Equal Employment Opportunity Statement


For people in the EU, click here for information on your privacy rights under GDPR: www.nyu.edu/it/gdpr


NYU is an equal opportunity employer committed to equity, diversity, and social inclusion.


Organization

NYU's agreement with the Emirate of Abu Dhabi to create NYU Abu Dhabi is the outcome of a shared understanding of the essential roles and challenges of higher education in the 21st century: a common belief in the value of a liberal arts education, concurrence on the benefits a research university brings to the society that sustains it, a conviction that interaction with new ideas and people who are different is valuable and necessary, and a commitment to educating students who are true citizens of the world. As the first comprehensive liberal arts and science campus in the Middle East to be operated abroad by a major American research university, NYU Abu Dhabi has been built on the following principles:

  • NYU Abu Dhabi is a research university with a fully integrated liberal arts and science college. It draws students from around the world, and prepares them for the challenges and opportunities of our interconnected world.
  • NYU Abu Dhabi equips students for leadership in all arenas of human endeavor. It fosters curiosity, creativity, and critical reflection. At NYUAD, students extend themselves and the frontiers of knowledge.
  • The residential life of students is central to the University's academic mission. Learning takes place across the campus, not only in classrooms, but also in residential houses, through participation in clubs and sports, during informal campus gatherings, and being engaged with the wider community.
  • NYU Abu Dhabi stimulates advanced research. The NYUAD Institute is a major research center. Research is integral to the undergraduate experience at NYU Abu Dhabi, and it will also drive the University's graduate programs.
  • NYU Abu Dhabi and NYU New York form the backbone of a fully connected global network university. As one of the two major hubs in the global network, NYUAD creates a unique capacity for faculty and students to access the assets of the entire university system.
  • NYU Abu Dhabi advances the city of Abu Dhabi as a magnetic center of ideas and human talent.

Careers

NYU Abu Dhabi consists of a highly selective liberal arts and sciences college and a world center for advanced research and scholarship — integrated with each other and connected through technology to NYU New York.

Together, NYU Abu Dhabi and NYU New York form the backbone of a unique global network university that equips students for leadership in all arenas of human endeavor by fostering curiosity, creativity, and critical reflection.

NYU Abu Dhabi is a central component of Abu Dhabi's vision of becoming a leading world idea capital. For its first four years, the University is located in the heart of downtown Abu Dhabi. In 2014, it will move to its permanent home on Saadiyat Island, where it will be joined by neighbors including the Guggenheim, the Louvre, the Zayed National Museum, and a world-class performing arts center.

In working for NYU Abu Dhabi, you will help to build the world's first truly global university and research institute. The University's faculty and staff come from around the world, and the first class of students, who arrived in the fall of 2010, is one of the most geographically diverse student bodies on the planet. To date, NYU Abu Dhabi's staff alone is comprised of individuals from more than 30 different countries. For NYU Abu Dhabi, creating a culture of inclusion contributes not only to our success, but also to the richness of the talented staff that we can attract. When you join us as an employee, we look forward to learning more about your culture and seeing things from your unique viewpoint.

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