PhD in Data Science since 2022 (for more information, click here). My work focuses on 1D and 2D signal processing, with more experience in audio processing. I work with limited data sets as well as large ones. I focus on machine learning algorithms to model knowledge and integrate it into microservices (based on Docker). My preferred programming language is Python, allowing me to focus on functionalities (and benefit from a wide range of libraries). As an open-source enthusiast, I contribute to open-source projects (bug reports, patch proposals, discussions, etc.) whenever possible. I also perform data analysis to produce visualizations. Most of them are available on my blog (and as a preview on Reddit).Finally, I also maintain a blog on visualizations I create, research I conduct, deep learning tutorials, and tips.
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Head Of SoftwareReev (Techstars' 23)Toulouse, Fr -
Lead Data ScientistReevToulouse, Fr
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Machine Learning And Data EngineerKiviak Technologies Mar 2023 - PresentToulouseRemote work with responsibility for selecting data and technologies used. Designed and developed models integrated as microservices for automatic music sample labeling. Developed signal processing prototypes (time-stretching and pitch-shifting algorithms). Created and integrated signal processing APIs as microservices. Participated in the development of the associated frontend (TypeScript). Development of time stretching algorithms for real time applications. Currently leading the development of sample generation models based on diffusion models. -
Phd StudentIrit (Research Lab In Computer Science Of Toulouse) Dec 2018 - Feb 2022ToulousePeople with ENT cancers have speech difficulties after surgery or radiation therapy. It is important for the practitioner to have a measure that reflects the severity of speech. I propose two approaches to create an automatic measure, although with little data (about 1h of audio recordings for 128 speakers). The first one is based on "few shot" methods, while the second one is based on entropic measurement of speech features (learned with a self-supervised model on an annexed corpus). Our results on the latter have allowed us to consider a medical application.Thus, I obtained a grant to supervise an engineer in order to realize an application delivered to the Toulouse University Hospital. My supervisors are Julien PINQUIER and Jérôme Farinas from theSAMOVA team. -
Study EngineerLsis Toulon 2016 - Jun 2018Toulon, FranceFollowing my previous contract, I created a deep self-supervised model representation of underwater acoustic environments to help categorize the different behaviors of cetaceans within range of buoys. I then created a deep model for the classification of 1500 bird species.For these two problems, I had large volumes of data.
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Study EngineerToulon Var Technologies (Tvt Innovation) Dec 2015 - Sep 2016Lsis - Univerity Of ToulonFollowing the installation of buoys in the sea equipped with microphones, we have large quantities of data. My work consisted in modeling the bioacoustic environment using generative models. Thanks to this, I was able to produce a report of narwhal activities in relation to lunar activity. -
Research InternshipIrit Mar 2015 - Jul 2015Toulouse, FranceCompilation of Temporal Constraint Satisfaction Problem (TCSP) - application in temporal planning. Theoretical analyse and experiments on different representation of temporal languages. Internship done in ADRIA team.
Vincent Roger Skills
Vincent Roger Education Details
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Computer Science -
Computer Science, Artificial Intelligence, Pattern Recognition, Robotic
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Fundamental Computer Science
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Computer Science
Frequently Asked Questions about Vincent Roger
What company does Vincent Roger work for?
Vincent Roger works for Reev (Techstars' 23)
What is Vincent Roger's role at the current company?
Vincent Roger's current role is Head of software.
What schools did Vincent Roger attend?
Vincent Roger attended University Paul Sabatier Toulouse Iii, University Paul Sabatier (Toulouse Iii), Université Paul Sabatier (Toulouse Iii), Université Paul Sabatier (Toulouse Iii).
What are some of Vincent Roger's interests?
Vincent Roger has interest in Passionné De Thrillers Et De Comiques, Séries Et Films.
What skills is Vincent Roger known for?
Vincent Roger has skills like Data Mining, Machine Learning, Apprentissage Automatique, Neural Network, Python, C++, Java, Traitement Du Signal, Signal Processing, Latex.
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2laposte.net, itron.com -
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Vincent ROGER
Greater Paris Metropolitan Region -
Vincent Roger
Greater Nice Metropolitan Area1mobibase.com1 +339772XXXXX
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