Reza Zadeh Explained

Reza Zadeh
Citizenship:American
Nationality:American
Field:Computer Science
Work Institution:Stanford University
Alma Mater:Stanford University (Ph.D.)
Carnegie Mellon University (M.Sc.)
University of Waterloo (B.S.)
Thesis Title:Large Scale Graph Completion
Doctoral Advisor:Gunnar Carlsson
Known For:Machine Learning
Recommender Systems
Computer Vision

Reza Zadeh (Persian: رضا زاده) is an American computer scientist and technology executive working on machine learning. He is adjunct professor at Stanford University, CEO of Matroid,[1] [2] and a founding team member at Databricks.[3] His work focuses on machine learning, distributed computing, and discrete applied mathematics.[4] [5] [6] His awards include a KDD Best Paper Award[7] 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.[8]

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.[9]

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.[10] [11] Through open source, Reza's work has been incorporated into industrial and academic cluster computing environments.[12] He was a founding team member at Databricks, the company commercializing Spark.

Recommender Systems

Reza created the machine learning algorithm behind Twitter's Who-To-Follow project[13] and subsequently released it to open source.[14] 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.[15] [16] [17]

AI Responsibility

During the G7 forum in Italy, Pope Francis stressed that humanity is in great danger, due to the wars that are taking place such as the war in Ukraine, in Gaza, the excessive use of artificial intelligence that is putting at risk to jobs in the world, which made him the first pontiff in history to participate in the maximum meeting of leaders of the largest economies in the world.[18] Pope Francis met with World Leaders during June 14-15 at the Vatican, during which Reza and the pope discussed responsible solutions for deploying Artificial Intelligence.[19] [20] [21]

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.

External links

Notes and References

  1. Web site: Institute for Computational and Mathematical Engineering Faculty . Stanford University . 14 May 2016 . unfit . https://web.archive.org/web/20160514015722/http://icme.stanford.edu/people/faculty-and-instructors . May 14, 2016 .
  2. News: A Life's Ambition, Matroid Launches. Martin. Scott. 2017-03-27. Wall Street Journal. 2017-04-14. 0099-9660.
  3. Web site: University of Toronto - Creative Destruction Lab. University of Toronto - Creative Destruction Lab. 2016-06-15.
  4. Web site: Beyer. David. On the evolution of machine learning. O'Reilly Media. 3 May 2015.
  5. Web site: Simonite. Tom. AI Supercomputer Built by Tapping Data Warehouses for Their Idle Computing Power. MIT Technology Review.
  6. Book: Beyer. David. The Future of Machine Intelligence: Perspectives from Leading Practitioners. February 2016. O'Reilly Media.
  7. Web site: SIGKDD Awards : 2016 SIGKDD Best Paper Award Winners. www.kdd.org. 2016-07-29.
  8. Hegde. Vishakh. Zadeh. Reza. 2016-11-26. FusionNet: 3D Object Classification Using Multiple Data Representations. Princeton ModelNet. 1607.05695. Princeton University.
  9. 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. eess.IV. 1910.06302.
  10. Meng . Xiangrui . Bradley . Joseph . Yavuz . Burak . Sparks . Evan . Venkataraman . Shivaram . Liu . Davies . Freeman . Jeremy . Tsai . D. B. . Amde . Manish . Owen . Sean . Xin . Doris . Xin . Reynold . Franklin . Michael J. . Zadeh . Reza . Zaharia . Matei . 4 . 2016 . MLlib: Machine Learning in Apache Spark . Journal of Machine Learning Research . 17 . Ameet . Talwalkar.
  11. Web site: Matrix Computations and Optimization in Apache Spark. 2016-06-15. www.kdd.org.
  12. Web site: Machine Learning using Big Data: How Apache Spark Can Help Biomedical Computation Review. 2016-06-22. biomedicalcomputationreview.org.
  13. 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
  14. Web site: Harris. Derrick. Gigaom Twitter open sourced a recommendation algorithm for massive datasets.
  15. Web site: Shu. Catherine. Tweets Can Guide Emergency Responders Almost Immediately After An Earthquake. 2016-06-15. TechCrunch.
  16. Web site: Wagner. Kurt. Can Studying Tweets Lead to Faster Earthquake Recovery?. 2016-06-15. Mashable. 2 May 2014 .
  17. Web site: Stanford turns to Twitter to track earthquakes. 2016-06-15. Engadget.
  18. Web site: June 14, 2024 . Pope Francis meets with world leaders at G7 summit . June 15, 2024 . Vatican News.com . EN.
  19. Web site: 2024-06-15 . Pope to business leaders: Philanthropy is not enough - Vatican News . 2024-07-21 . www.vaticannews.va . en.
  20. Web site: Zeller . Jeff . 2024-06-15 . Matroid at G7 Summit Sidelines with His Holiness Pope Francis . 2024-07-21 . Matroid . en-US.
  21. Web site: 2024-06-14 . Pope to G7: AI is ‘neither objective nor neutral’ - Vatican News . 2024-07-21 . www.vaticannews.va . en.