Fatima Harti
Data Scientist at Clinityx- Claim this Profile
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Bio
Experience
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Clinityx
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France
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IT Services and IT Consulting
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1 - 100 Employee
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Data Scientist
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Feb 2023 - Present
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Aive
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Pakistan
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Wholesale Building Materials
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1 - 100 Employee
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Data Scientist intern
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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
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Ministry of Economy and Finances
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Mozambique
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Government Administration
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1 - 100 Employee
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Data Scientist | Data Analyst
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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.
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Data Scientist | Data Analyst
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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)
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Data Analyst
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Jul 2018 - Jul 2018
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Education
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University of lorraine.
M2-Mathematical Engineering for Data Science (IMSD) -
Nancy School of Mines
Master's degree -
Institut National de Statistique et d'Economie Appliquée (INSEA)
Engineer's degree, statistiques et économie appliquée