Fatima Harti

Data Scientist at Clinityx
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Contact Information
Location
Paris, Île-de-France, France, FR

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Experience

    • France
    • IT Services and IT Consulting
    • 1 - 100 Employee
    • Data Scientist
      • Feb 2023 - Present
    • Pakistan
    • Wholesale Building Materials
    • 1 - 100 Employee
    • Data Scientist intern
      • May 2022 - Sep 2022

      Trained an object detection model (based on SOTA Yolov5) to detect logos in videos. The best model reached 0.79 in recall, 0.86 in precision and 0.86 in mAP. • Setup and deployed Label Studio on EC2 instance for managing data augmentation remotely. • Researched best metric to evaluate the models’ performances for which false positives are much more dire. • Performed data analysis and tracked false positives post-model training to better understand model results (i.e. why are there false positives, why does the model perofrm better on certain brands than others). • Optimised code for production: Migration from CPU to GPU, Optimisation of YOLOv5’s detections by adding multi-object trackers, Add acceptance tests and unit tests.. • Presented research paper results for SOTA Single Object Tracking using Transformers. Show less

    • Mozambique
    • Government Administration
    • 1 - 100 Employee
    • Data Scientist | Data Analyst
      • Mar 2021 - Jun 2021

      Household debt analysis in Morocco • Apply VAR and ARDL time series models in order to capture the relationships between the household credits and the other economic sectors in the short and long long term. • Simulate shocks on the different variables. • Predict the level of houshold credit with deep models Learning like the LSTM. Household debt analysis in Morocco • Apply VAR and ARDL time series models in order to capture the relationships between the household credits and the other economic sectors in the short and long long term. • Simulate shocks on the different variables. • Predict the level of houshold credit with deep models Learning like the LSTM.

    • Data Scientist | Data Analyst
      • Jul 2020 - Aug 2020

      Moroccan Air traffic analysis. • Descriptive analysis of air traffic in Morocco. • Air traffic forecasting using exponential smoothing and Box-JenKins ARIMA family meth- ods. (Eviews, Rstudio) • Air traffic time series forecasting using LSTM model. (Python) Moroccan Air traffic analysis. • Descriptive analysis of air traffic in Morocco. • Air traffic forecasting using exponential smoothing and Box-JenKins ARIMA family meth- ods. (Eviews, Rstudio) • Air traffic time series forecasting using LSTM model. (Python)

    • Data Analyst
      • Jul 2018 - Jul 2018

Education

  • University of lorraine.
    M2-Mathematical Engineering for Data Science (IMSD)
    2021 - 2022
  • Nancy School of Mines
    Master's degree
    2021 - 2022
  • Institut National de Statistique et d'Economie Appliquée (INSEA)
    Engineer's degree, statistiques et économie appliquée
    2017 - 2021

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