Dhafer Ferchichi

Machine Learning Engineer at IFISC Institute for Cross-Disciplinary Physics and Complex Systems (CSIC-UIB)
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Contact Information
us****@****om
(386) 825-5501
Location
Palma, Balearic Islands, Spain, ES
Languages
  • Anglais Professional working proficiency
  • Français Full professional proficiency
  • Arabe Native or bilingual proficiency
  • Italien Elementary proficiency

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Experience

    • Machine Learning Engineer
      • Jun 2023 - Present

      • Comparative Analysis of State-of-the-Art Deep Learning Models for Semantic Segmentation. • Implemented a "model stacking" approach using a meta-learner to combine predictions from multiple deep learning models, resulting in improved prediction performance and system stability. • Established a data processing pipeline for preprocessing and normalization, ensuring high-quality data for machine learning models. • Developed a machine learning-based module to map seagrass beds in the Mediterranean Sea. Show less

    • Tunisia
    • Research Services
    • 300 - 400 Employee
    • Researcher& Software Developer
      • Apr 2021 - Feb 2023

      * Design and simulation of mathematical and agent-based models for collective behaviour, disease propagation and the study of complex systems. * Data processing and synthesis to characterise the environmental and/or spatio-temporal context of infectious diseases. * Development of a web-based application for infectious diseases modelling and assisting in the management of health crises. * Develop, run, validate and maintain various process simulation models for a range of different scenarios. * Statistical study on the Tunisian population to realize the contact matrices. * Assist the BIMS laboratory team to build models API and analysis results during weekly group meetings and intervene with them on the follow-up of the bugs produced after use of the solutions. ------------------------------ ## Scientific papers A poster entitled ""Agent Based Modeling for West Nile Virus Spreading"", presented in the conference of Dynamical Systems Applied to Biology and Natural Sciences, DSABNS2022. ------------------------------ ## Projects participation ** STAMINA-H2020-CORDIS ** Demonstration of intelligent decision support for the prediction and management of pandemic crises within and across European borders. Show less

    • United States
    • IT Services and IT Consulting
    • 700 & Above Employee
    • Technical Support Engineer
      • Aug 2019 - Nov 2019

      * Generat and Analyse software and hardware servers' Log to predict or detect machines defaults. * Identify anomalies and define a way out in order to answer efficiently to customers' questions. * Maintains technical meeting to coordinate technical onsite operation with costumers. * Generat and Analyse software and hardware servers' Log to predict or detect machines defaults. * Identify anomalies and define a way out in order to answer efficiently to customers' questions. * Maintains technical meeting to coordinate technical onsite operation with costumers.

  • Freelance
    • Tunis, Tunisia
    • Software Developer
      • Jan 2019 - Jul 2019

      * Develop an stock management application API's. * Develop overall concepts for improving the user experience and ensuring all interactions are intuitive and convenient for customers. * Build storyboards to conceptualize designs and convey project plans to clients and management. * Conduct testing and deploying of completed application to Assess user experience. * Develop an stock management application API's. * Develop overall concepts for improving the user experience and ensuring all interactions are intuitive and convenient for customers. * Build storyboards to conceptualize designs and convey project plans to clients and management. * Conduct testing and deploying of completed application to Assess user experience.

    • Software Programmer
      • Feb 2018 - Aug 2018

      - Implementation of a numerical simulation of the life cycle of hermaphroditic fish (Language: Python). - Implementation of a numerical simulation of the life cycle of hermaphroditic fish (Language: Python).

  • Pasteur Institute of Tunis
    • Gouvernorat de Tunis, Tunisia
    • Mathematical Modeler
      • Jul 2017 - Sep 2017

      - Development of a numerical scheme and algorithm of an insect life cycle model (TIC). - Realization of numerical simulation of the life cycle of an insect (TIC) (Language: Python). - Development of a numerical scheme and algorithm of an insect life cycle model (TIC). - Realization of numerical simulation of the life cycle of an insect (TIC) (Language: Python).

Education

  • Faculty of Mathematical, Physical and Natural Sciences of Tunis
    Master's degree, Applied Mathematics
    2016 - 2021
  • Faculty of Mathematical, Physical and Natural Sciences of Tunis
    Bachelor of Engineering - BE, Electronics, Electrical Engineering and Automation
    2013 - 2016
  • Faculty of Mathematical, Physical and Natural Sciences of Tunis
    Preparatory cycle for engineering studies, Math-Physics
    2010 - 2013

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