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Résumé d'expériences d'Amine,
freelance IMAGE habitant Paris (75)

• data science / computer vision engineer .

  L’Oréal,
  Jan 2022 - Jan 2023

  Context : vision system, that acquires images of faces under various modalities of imaging.
  Missions and achievements :
  - development of algorithms for the automatic diagnostic of skin : texture, visible pores and gloss.
  - integration , deployment , on multiple OS, with cross-testing, on cloud (GCP) and on device ( taking into account cpu/memory/storage constraints).
  - audit of algorithms, with respect to standard of development, and repeatability of training of models
  - evolutive maintenance of solutions with bakers of the project, with respect to the use-case of the solution.

  Technical environnement : - pytorch,opencv,coreml,python,C++,coreml,scikit-learn,imblearn,scikit-image

• web developper/computer vision/devops engineer .

  Gains Associates,
  Jan 2021 - Jan 2022

  Context : web application for a social network of memes
  Missions and achievements : Development of a dockerized web application that contains an algorithm for object-tracking on videos.

  Technical environnement : - backend : python web server(flask), front-end : html, css, javascript , computer vision: pytorch and opencv, devops : docker,github,pytest(python).

• computer vision engineer

  Smiths Detection,
  Jan 2020 - Jan 2021

  Context :X-ray imaging applied to threat detection
  Missions and achievements :
  - prototyping, integration and maintenance of algorithms :
  Subjects : image reconstruction, image registering and unsupervised classification of images for anomaly detection, image segmentation for high energy discrimination
  - maintenance of legacy projects/code : conversion and porting of matlab code to python

  Technical environment : developpement : matlab , python,opencv,scikit-image,scikit-learn. compilation tools : nuitka, pyinstaller

• 7Next, image processing engineer.
  Jan 2018 - Jan 2019

  Context : imaging software on android device for processing of images of documents.
  Missions and achievements :
  -prototyping and integration of software : - blur estimation on image acquired by a scanner, detection of holographic pattern, auto-exposure, autofocus ,restoration and binarization of images of documents acquired by a scanner.

  Technical environnement : integration : android, C++,prototyping : python (opencv, quadprog,numpy,scipy,scikit-learn...)

• computer vision engineer.

  CMLA laboratory - ENS Paris-Saclay,
  Jan 2017 - Jan 2017

  Context : application (algorithmic pipeline) of 3D reconstruction , for satelite imaging.
  Missions and achievements :
  - prototyping and integration of algorithms: stereoscopic matching and bundle adjustment
  - maintenance of algorithmic pipeline : adaptation and test of pipeline for data of different format

  Technical environnement : - prototyping and integration : python,C++,gdal.

• General Electric and Siléane, internships and end of studies projects
  Jan 2015 - Jan 2015

  General Electric : estimation of position of catheter of ablation, from a unique X-ray projection.
  Sileane : point cloud registration to 3D primitives.