Bilal FAYE
Data Science | Machine Learning | Deep Learning
Data Science | Machine Learning | Deep Learning
03/2022 – 09/2022
Data Scientist in Computer Vision
Expleo Group - Versailles, France
Conducted a state-of-the-art review of detection and tracking methods based on neural networks.
Compared tracking methods based on CNNs with those based on Transformers.
Implemented a detection and tracking model using Transformers.
Developed a user interface for deploying the model in production.
06/2021 – 09/2021
Data Scientist in NLP
Clillac-ARP Laboratory - Paris, France
Worked on complexity visualization for neural machine translation.
Translated biomedical corpora.
Selected corpora for training generic models with OpenNMT and JoeyNMT.
Evaluated the performance of generic models using metrics suitable for the use case.
Improved and fine-tuned generic models with biomedical data.
Co-authored a scientific article: "The SPECTRANS System Description for the WMT21 Terminology Task."
06/2020 – 09/2020
Machine Learning Applied to Brain-Computer Interface
Paris 8 Laboratory - Saint Denis, France
Extracted EEG signals and classified human activities (e.g., work, reading, sleep).
Implemented an interface to manage the phases from extraction to classification.
Developed and tested machine learning models for EEG signal classification.
Evaluated model performance and refined algorithms for higher accuracy.