Amir Mohammadi
Senior Data Scientist / Computer Vision at Eyeware- Claim this Profile
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English Capacité professionnelle complète
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Persian Bilingue ou langue natale
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Turkish Notions
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French Compétence professionnelle limitée
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Bio
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Experience
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Eyeware
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Switzerland
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Software Development
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1 - 100 Employee
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Senior Data Scientist / Computer Vision
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juil. 2022 - - aujourd’hui
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Idiap Research Institute
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Switzerland
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Research
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100 - 200 Employee
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Postdoctoral Researcher
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févr. 2020 - juin 2022
- Worked on heterogeneous face recognition (matching color faces to infrared/depth faces) * Worked on adversarial domain adaptation methods.- Worked on Face presentation attack detection (anti-spoofing) * Designed a data collection and documented the process. * Implemented state-of-the-art baselines into Bob pipelines.- Worked on designing ML pipelines for Bob (https://www.idiap.ch/software/bob/) on top of https://www.dask.org/.- Helped design the next generation Idiap AI platform which is going to replace BEAT (https://www.idiap.ch/software/beat/)
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Research Assistant
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févr. 2016 - janv. 2020
- Worked on face recognition, speaker recognition, and their anti-spoofing.- Was the responsible person for the project that funded the PhD. Tracked and completedall the deliverables on time.- Designed a data collection and collected biometric data from 60 participants insix sessions over a period of four months. Also, supervised an intern for another datacollection.- Developed deep learning systems for face anti-spoofing.- Became a core developer of Bob: a multi-package signal processing and machine learningtoolbox. Helped build a sophisticated DevOps for Bob.- Became a machine learning expert by taking several machine learning courses andapplying them on real problems.
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National Institute of Informatics
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Research
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1 - 100 Employee
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Internship working on live speech detection
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mars 2015 - sept. 2015
- Worked on liveness detection of speech signals (anti-spoofing).- Collected data for experiments. - Worked on liveness detection of speech signals (anti-spoofing).- Collected data for experiments.
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Özyeğin University
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Türkiye
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Higher Education
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700 & Above Employee
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Research Assistant
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oct. 2011 - janv. 2015
- Developed several rapid speaker adaptation algorithm in HMM-based Speech Synthesis Systems.- Used HTS (http://hts.sp.nitech.ac.jp/) as the base TTS application and developed the algorithms using mostly Python and MATLAB.- Worked on CSMAPLR, CAT, SAT, and several other methods both theoretically and practically.- Developed a Python library in our laboratory which everyone used to conduct their experiments. It had many functions useful for text processing, automation, parallel processing, numerical computations, and many specific functions for TTS and speaker adaptation.
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Teaching Assistant of Computer Science 101
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sept. 2013 - janv. 2014
I was responsible of 3 laboratories and grading several assignments. The programming language was Java.
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Teaching Assistant of Physics 101 and 102 laboratories
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févr. 2012 - mai 2013
I was the TA of the Physics 101 and 102 for 3 consecutive semesters. My responsibilities were to hold the laboratories. I taught the experiments to the students and guided them. Moreover, I was also responsible of explaining the experiments to the new TA's after one semester.
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Teaching Assistant of Linear Algebra Course
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oct. 2011 - janv. 2012
My responsibilities were designing homework, preparing their solutions, and grading them.
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Kara Electronics
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Appliances, Electrical, and Electronics Manufacturing
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1 - 100 Employee
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Summer Internship
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juin 2010 - sept. 2010
In the summer of 2010, I went to work for a small company named Kara Electronic. Their primary objective is to develop and implement new ideas in electronics field. I learned some practical work and improved my experience of working with industrial tools. I designed a solar powered outdoor lamp and a RGB LED driver circuit. Learning to do the whole work from beginning and depending on my own abilities with the guidance of my supervisor was the best experience I had there. In the summer of 2010, I went to work for a small company named Kara Electronic. Their primary objective is to develop and implement new ideas in electronics field. I learned some practical work and improved my experience of working with industrial tools. I designed a solar powered outdoor lamp and a RGB LED driver circuit. Learning to do the whole work from beginning and depending on my own abilities with the guidance of my supervisor was the best experience I had there.
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University of Tehran
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Iran
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Higher Education
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700 & Above Employee
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Internship
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juin 2009 - sept. 2009
In the summer of 2009, I carried out research into Segmentation and Registration of Brain Tumors in Brain MRI Scans using Insight Toolkit in an internship program at Bio-medical Engineering Laboratory (School of ECE, University of Tehran) under supervision of Dr. Hamid Soltanian-Zadeh. During those two months, I first advanced my C++ programming skills and then learned to use Insight Toolkit library. I learned about several segmentation and registration algorithms. In the summer of 2009, I carried out research into Segmentation and Registration of Brain Tumors in Brain MRI Scans using Insight Toolkit in an internship program at Bio-medical Engineering Laboratory (School of ECE, University of Tehran) under supervision of Dr. Hamid Soltanian-Zadeh. During those two months, I first advanced my C++ programming skills and then learned to use Insight Toolkit library. I learned about several segmentation and registration algorithms.
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Education
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Ecole polytechnique fédérale de Lausanne
Doctor of Philosophy (PhD), Electrical and Electronics Engineering -
Özyeğin University
M.Sc. in Electrical and Electronics Engineering (With Thesis), Electrical and Electronics Engineering -
University of Tehran
Bachelor of Science (B.Sc.), Electrical/Biomedical Engineering, bioelectric