Shams Roumili

Co-Founder at Working on Something New
  • Claim this Profile
Contact Information
us****@****om
(386) 825-5501
Location
Paris, Île-de-France, France, FR
Languages
  • Français Native or bilingual proficiency
  • Anglais Full professional proficiency
  • Allemand Elementary proficiency
  • Japonais Elementary proficiency

Topline Score

Topline score feature will be out soon.

Bio

Generated by
Topline AI

You need to have a working account to view this content.
You need to have a working account to view this content.

Experience

    • Technology, Information and Internet
    • 1 - 100 Employee
    • Co-Founder
      • Oct 2022 - Present

    • France
    • Banking
    • 700 & Above Employee
    • Data Scientist
      • Sep 2020 - Sep 2022

    • Japan
    • IT Services and IT Consulting
    • 1 - 100 Employee
    • AI Researcher
      • 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

    • Research Services
    • 700 & Above Employee
    • Individual Project (Msc Thesis)
      • 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

    • France
    • Software Development
    • 1 - 100 Employee
    • Data Science Intern
      • 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

  • School Phenomenon
    • Espace Numa, 39 rue du Caire, Paris 2e
    • Internship - Content Manager
      • 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

Education

  • Imperial College London
    Msc in Computing (Machine Learning), Mathématiques et informatique
    2017 - 2018
  • Ecole centrale de Nantes
    Major in Computer Science
    2015 - 2018
  • Lycée Saint Louis
    Classe préparatoire MPSI/MP* (Maths and Physics)
    2013 - 2015

Community

You need to have a working account to view this content. Click here to join now