Gerald Friedland Explained
Gerald Friedland (born 1978, Berlin) is a Principal Scientist at Amazon Web Services and an adjunct professor at the Electrical Engineering and Computer Science Department of the University of California, Berkeley.[1] [2]
Education
Gerald Friedland completed his Masters and Doctorate degrees in computer science from Free University of Berlin in 2002 and 2006, respectively.[3] His PhD advisor was Raúl Rojas. He then moved to the International Computer Science Institute where he completed his a postdoc under Nelson Morgan before continuing to be a research scientist and group leader there.[4] He then worked as a Principal Data Scientist at Lawrence Livermore National Lab before co-founding Brainome, Inc.[5] He is a faculty fellow of the Berkeley Institute for Data Science where he has been running a discussion group[6] since 2018, understanding the implications of using information theory as universal tool for modeling. This resulted in a book published in 2024.[7]
Career
Friedland is a computer scientist specializing in the processing and analysis of multimedia data and machine learning.[8] He is mostly known as the original author of the widely used "Simple Interactive Object Extraction" image and video segmentation algorithm,[9] [10] [11] [12] [13] [14] [15] [16] created as part of his PhD thesis,[17] [18] and as the co-author of a textbook on Multimedia Computing.[19] He also led the initiative to create and release the YFCC100M corpus (see also: List of datasets for machine learning research),[20] [21] [22] the largest freely available research corpus of consumer-produced videos and images. He co-founded the field of geolocation estimation for images and videos, sometimes also referred to as placing.[23] [24] [25] Friedland also frequently uncovers privacy risks in multimedia publishing practice[26] [27] [28] [29] [30] [31] [32] [33] and heads the development of the teachingprivacy.org[34] portal which provides educational materials for use in US high-schools as part of the AP Computer Science Principles and the Code.org initiative. Friedland is also the co-creator of MOVI, an open-source speech recognition board that allows the creation of cloudless voice interfaces[35] for Internet of things devices.
Notes and References
- Web site: Gerald Friedland | EECS at UC Berkeley.
- Web site: Gerald Friedland.
- Web site: Refubium - Suche.
- Web site: Error.
- Web site: Brainome launches product to optimize machine learning development process. ZDNet.
- Web site: Entropy discussion group. 23 August 2019.
- Friedland, Gerald "Information-Driven Machine Learning: Data Science as an Engineering Discipline", Springer-Nature, January 2024.
- [Google Scholar]
- Web site: Algorithm - What are the standard techniques for removing a segmentation (Such as a human or bird) from a video?.
- Web site: SIOX.
- Web site: Using GIMP's Foreground select tool. 31 August 2013.
- Web site: Paintshopprotutorials.co.uk .
- Web site: Kutout - an application for cutting out images | Hook - Labs . 2017-07-16 . https://web.archive.org/web/20170724111553/http://labs.byhook.com/2010/03/30/kutout/ . 2017-07-24 . dead .
- Web site: Fiji plugin based on the SIOX project to segment color images: Fiji/Siox_Segmentation. GitHub. June 2019.
- Web site: SIOX: Simple Interactive Object Extraction.
- Shoou Jiah Yiu, Gerald Friedland: "Method and system for identifying objects in images" US Patent Application US20170132469A1
- Gerald Friedland: "Adaptive Audio- und Videoverarbeitung für elektronische Kreidetafelvorlesungen", Freie Universitaet Berlin, October 2006. http://www.diss.fu-berlin.de/diss/receive/FUDISS_thesis_000000002354
- Gerald Friedland: "Adaptive Audio and Video Processing for Electronic Chalkboard Lectures", Lulu Publishing,, December 2006. 2016 reprint:, Lambert Publishing, November 2016.
- Friedland, Gerald and Jain, Ramesh "Multimedia Computing", Cambridge University Press, October 2014.
- Bart Thomee, David A. Shamma, Gerald Friedland, Benjamin Elizalde, Karl Ni, Douglas Poland, Damian Borth, Li-Jia Li. "YFCC100M: The New Data in Multimedia Research". Communications of the ACM, Vol. 59 No. 2, Pages 64-73
- YFCC100M: YFCC100M
- http://mmcommons.org The Multimedia Commons
- Gerald Friedland, Oriol Vinyals, and Trevor Darrell: "Multimodal Location Estimation", in Proceedings of the ACM International Conference on Multimedia (ACM Multimedia 2010), Florence, Italy, October 2010, pp. 1245-1251.
- Choi, Jaeyoung, Friedland, Gerald "Multimodal Location Estimation of Videos and Images", Springer Publishing October 2014
- Nils Peters, Howard Lei, Gerald Friedland: "Room identification using acoustic features in a recording", US Patent US20140161270A1
- https://www.nytimes.com/2010/08/12/technology/personaltech/12basics.html Web Photos That Reveal Secrets, Like Where you Live
- https://abcnews.go.com/Technology/celebrity-stalking-online-photos-videos-give-location/story?id=11443038 Tips to Turn Off Geo-Tagging on Your Cell Phone
- http://www.digitaltrends.com/photography/could-you-fall-victim-to-crime-simply-by-geotagging-location-info-to-your-photos/#ixzz4UdkEU4Ny Could you fall victim to crime simply by geotagging location info to your photos?
- https://www.nytimes.com/2014/12/25/technology/personaltech/ways-to-avoid-email-tracking.html Ways to Avoid Email Tracking
- http://www.foxnews.com/tech/2015/05/19/police-worn-camera-that-can-reduce-crime.html BodyWorn, the police-worn camera that aims to reduce crime
- http://www.ibtimes.com/paris-isis-attacks-tech-industry-says-anti-terror-back-doors-would-make-us-less-safe-2190020 Paris ISIS Attacks: Tech Industry Says 'Anti-Terror' Back Doors Would Make US Less Safe
- https://www.wired.com/2016/04/long-form-voice-transcription/ Why our Crazy Smart AI still sucks at Transcribing our Speech
- https://www.wired.com/2017/04/trint-multi-voice-transcription Transcribing Audio Sucks—So Make Machines Like Trint Do It
- Web site: Teaching Privacy.
- Gerald Friedland Bertrand Irissou: Method of facilitating construction of a voice dialog interface for an electronic system, US Patent Application US15382163.