Reza Zadeh
Reza Zadeh is an American-Canadian-Iranian computer scientist and technology executive working on machine learning. He is adjunct professor at Stanford University and CEO of Matroid.[1][2] He has served on the technical advisory boards of Databricks and Microsoft.[3] His work focuses on machine learning, distributed computing, and discrete applied mathematics.[4][5][6]
Reza Zadeh | |
---|---|
Nationality | American, Canadian, Iranian |
Citizenship | Iranian, Canadian, American |
Alma mater | Stanford University (Ph.D.) Carnegie Mellon University (M.Sc.) University of Waterloo (B.S.) |
Known for | Machine Learning Recommender Systems Computer Vision |
Scientific career | |
Fields | Computer Science |
Institutions | Stanford University |
Thesis | Large Scale Graph Completion |
Doctoral advisor | Gunnar Carlsson |
Website | stanford |
In Industry, to evaluate new ventures formed at the University of Toronto, Reza serves as a chief scientist of Machine Learning[7] at the Rotman School of Management.[8] His awards include a KDD Best Paper Award[9] and the Gene Golub Outstanding Thesis Award at Stanford.
Work
Computer Vision
The Princeton University ModelNet challenge is an object recognition competition to classify 3D Computer-aided design models into object categories. In 2016, Matroid was a leader in this competition and the relevant neural networks were integrated into the Matroid product.[10]
In a collaboration with his own doctor at Stanford hospital, Reza's research team created a neural network to automatically detect Glaucoma in 3D optical coherence tomography images of the eyeball. The net surpassed human doctor performance and is providing diagnostic hints at the hospital.[11]
In 2016, Reza founded Matroid, inc to commercialize computer vision research by building a product for industries such as manufacturing and industrial sensors. Matroid raised $13.5 million from New Enterprise Associates, Intel, and others.
Distributed Machine Learning
Reza is a coauthor of Apache Spark, in particular its Machine Learning library, MLlib,.[12][13] Through open source, Reza's work has been incorporated into industrial and academic cluster computing environments.[14] He was an early technical advisor and employee at Databricks, the company commercializing Spark.
Recommender Systems
Reza created the machine learning algorithm behind Twitter's Who-To-Follow project[15] and subsequently released it to open source.[16] During that time he also led research tracking earthquake damage via machine learning, gaining wide media attention as an example of real-time social information flow.[17][18][19]
Personal
Reza was born during the Iran–Iraq War in the under-siege city of Ahvaz. From there, his family emigrated to London, England where Reza grew up until age 17, after which he emigrated to Toronto, Canada, obtaining a degree from University of Waterloo. He frequently visited the US at age 18 to work on the Google Research team, and later moved to the US for a master's degree at Carnegie Mellon University and PhD at Stanford, all in Computer Science and Mathematics.
He holds three citizenships: Canadian, American, and Iranian. During confusion surrounding the 2017 travel ban, his pro-immigration stance stood as voice of protest to the Trump Administration's Anti-Immigration policies.[20]
References
- "Institute for Computational and Mathematical Engineering Faculty". Stanford University. Archived from the original on May 14, 2016. Retrieved 14 May 2016.
{{cite web}}
: CS1 maint: unfit URL (link) - Martin, Scott (2017-03-27). "A Life's Ambition, Matroid Launches". Wall Street Journal. ISSN 0099-9660. Retrieved 2017-04-14.
- "University of Toronto - Creative Destruction Lab". University of Toronto - Creative Destruction Lab. Retrieved 2016-06-15.
- Beyer, David (3 May 2015). "On the evolution of machine learning". O'Reilly Media.
- Simonite, Tom. "AI Supercomputer Built by Tapping Data Warehouses for Their Idle Computing Power". MIT Technology Review.
- Beyer, David (February 2016). The Future of Machine Intelligence: Perspectives from Leading Practitioners (PDF). O'Reilly Media.
- "Pre-seed start-up program | Creative destruction Lab (CDL) | Toronto". Pre-seed start-up program | Creative destruction Lab (CDL) | Toronto. Retrieved 2016-06-15.
- jackclarkSF, Jack Clark (21 July 2016). "Google Sprints Ahead in AI Building Blocks, Leaving Rivals Wary". Bloomberg.com. Retrieved 2016-07-30.
- "SIGKDD Awards : 2016 SIGKDD Best Paper Award Winners". www.kdd.org. Retrieved 2016-07-29.
- Hegde, Vishakh; Zadeh, Reza (2016-11-26). "FusionNet: 3D Object Classification Using Multiple Data Representations" (PDF). Princeton ModelNet. arXiv:1607.05695 – via Princeton University.
- Noury, Erfan; Mannil, Suria S.; Chang, Robert T.; Ran, An Ran; Cheung, Carol Y.; Thapa, Suman S.; Rao, Harsha L.; Dasari, Srilakshmi; Riyazuddin, Mohammed; Nagaraj, Sriharsha; Zadeh, Reza (2019-10-14). "Detecting Glaucoma Using 3D Convolutional Neural Network of Raw SD-OCT Optic Nerve Scans". arXiv:1910.06302 [eess.IV].
- Meng, Xiangrui; Bradley, Joseph; Yavuz, Burak; Sparks, Evan; Venkataraman, Shivaram; Liu, Davies; Freeman, Jeremy; Tsai, D. B.; Zadeh, Reza (2015-05-26). "MLlib: Machine Learning in Apache Spark". arXiv:1505.06807. Bibcode:2015arXiv150506807M.
{{cite journal}}
: Cite journal requires|journal=
(help) - Organisers, KDD 2015. "Matrix Computations and Optimization in Apache Spark". www.kdd.org. Retrieved 2016-06-15.
- "Machine Learning using Big Data: How Apache Spark Can Help | Biomedical Computation Review". biomedicalcomputationreview.org. Retrieved 2016-06-22.
- Pankaj Gupta, Ashish Goel, Jimmy Lin, Aneesh Sharma, Dong Wang, and Reza Bosagh Zadeh WTF:The who-to-follow system at Twitter, Proceedings of the 22nd international conference on World Wide Web
- Harris, Derrick. "Gigaom | Twitter open sourced a recommendation algorithm for massive datasets".
- Shu, Catherine. "Tweets Can Guide Emergency Responders Almost Immediately After An Earthquake". TechCrunch. Retrieved 2016-06-15.
- Wagner, Kurt (2 May 2014). "Can Studying Tweets Lead to Faster Earthquake Recovery?". Mashable. Retrieved 2016-06-15.
- "Stanford turns to Twitter to track earthquakes". Engadget. Retrieved 2016-06-15.
- Greenberg, Issie Lapowsky and Andy (2017-01-28). "Trump's Ban Leaves Refugees in Civil Liberties Limbo". Wired. ISSN 1059-1028. Retrieved 2020-08-09.
External links
- Chinese translation of his PhD Dissertation by Xu Wenhao, November 2012
- Website at Stanford