Shams Roumili
Co-Founder at Working on Something New- Claim this Profile
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Français Native or bilingual proficiency
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Anglais Full professional proficiency
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Allemand Elementary proficiency
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Japonais Elementary proficiency
Topline Score
Bio
Experience
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Working on Something New
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Technology, Information and Internet
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1 - 100 Employee
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Co-Founder
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Oct 2022 - Present
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BNP Paribas
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France
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Banking
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700 & Above Employee
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Data Scientist
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Sep 2020 - Sep 2022
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Corpy&Co.
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Japan
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IT Services and IT Consulting
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1 - 100 Employee
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AI Researcher
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Jan 2019 - May 2020
In charge of a research project on road obstacle detection, in collaboration with a major automotive group. -Research, conception and implementation of anomaly detection methods based on image reconstruction. -Integration of additional features (depth, saliency, edges, superpixels). -Evalutation and adaption of YOLOv3 architecture for obstacle detection (supervised learning). -Creation of an augmented dataset of road obstacles by pasting and blending: 20% improvement in AP. -Explaination of results by activation heat maps and ablation studies on the architecture. Show less
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Imperial College London
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Research Services
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700 & Above Employee
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Individual Project (Msc Thesis)
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Apr 2018 - Sep 2018
Working on Privacy-Preserving Machine Learning using Homomorphic Encryption. -implement secure statistical functions over encrypted data -implement a Privacy-Preserving KNN algorithm Working on Privacy-Preserving Machine Learning using Homomorphic Encryption. -implement secure statistical functions over encrypted data -implement a Privacy-Preserving KNN algorithm
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Datakeen
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France
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Software Development
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1 - 100 Employee
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Data Science Intern
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Apr 2017 - Aug 2017
-Banking transaction analysis (Python, pandas, sklearn) : data preprocessing (clean, remove outliers, create quantitative features from exogenous data, normalize), clustering. Identification of 3 client clusters. -Development of modules for data crawling (SQL, NoSQL, Trello, Slack), data exploration (PCA, clustering, regression) and vizualisation (pivot table, correlation matrix, graph). -Fleet management : analysis of driving data of a major vehicle rental firm. Identification of driving behaviours that lead to accidents. -Creation of a job offer/CV matcher: pdf parsing, named entity recognition, embedding of CV and offers, matching by cosine similarity. Show less
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School Phenomenon
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Espace Numa, 39 rue du Caire, Paris 2e
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Internship - Content Manager
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Jun 2016 - Jul 2016
School Phenomenon is a startup founded in 2013 that sells cloths for students' associations. My tasks : -conduct a market study (Market Segmentation, End User, Life Cycle, LTV, COCA, Pricing, MVBP) -list and test all the hypotheses made in the study. -build a new online shop using Wordpress as a CMS School Phenomenon is a startup founded in 2013 that sells cloths for students' associations. My tasks : -conduct a market study (Market Segmentation, End User, Life Cycle, LTV, COCA, Pricing, MVBP) -list and test all the hypotheses made in the study. -build a new online shop using Wordpress as a CMS
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Education
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Imperial College London
Msc in Computing (Machine Learning), Mathématiques et informatique -
Ecole centrale de Nantes
Major in Computer Science -
Lycée Saint Louis
Classe préparatoire MPSI/MP* (Maths and Physics)