About Khalil
- IoT time series analysis and prediction with optimized architectures
- ML/DL model development: CNN, RNN, LSTM, Transformers
- MLOps pipelines: CI/CD, data versioning, monitoring
- Visualization and reporting for data-driven decision making
French
Native or bilingual
English
Native or bilingual
Arabic
Native or bilingual
Experience
- SOWITMachine learning engineerINTERNET OF THINGS (IOT)November 2025 - Today (7 months)Casablanca, Morocco
- Automatic delimitation of agricultural plots from satellite images
- Crop classification via semantic segmentation (Deep Learning)
- Anomaly detection & predictive maintenance for agricultural IoT sensors
- Data-driven dashboards & scoring for farmers and agricultural holdings
- Design of high-performance data pipelines (Kafka, real-time streaming)
- Ecole de technologie superieureMachine learning engineerTECHJanuary 2023 - September 2025 (2 years and 8 months)Montréal, CanadaDesign and implementation of machine learning models for time series analysis from IoT systems, including the definition of a new architecture optimized for real-time performance, low latency, and low memory footprint. Industrialization via MLOps pipelines (training, deployment, monitoring), enabling fast and scalable processing of IoT data in constrained environments.
- IPTOKIData scientistTECHSeptember 2021 - January 2023 (1 year and 4 months)Montréal, CanadaDevelopment and industrialization of machine learning models for behavioral biometric authentication, using data from smartphone IoT sensors (accelerometer, gyroscope). Implementation of MLOps pipelines for training, deployment, and monitoring of models embedded in an Android e-identity application, to detect fraudulent use by impostors.
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Education
- Master of Science (M.Sc.) in Information Technologies (Software Engineering and Information Technologies)École de technologie supérieure (ÉTS)2023Machine Learning & Deep Learning, Systèmes IoT et Edge Computing, MLOps & Déploiement, Python, TensorFlow, PyTorch, Keras, ONNX, Docker, Git, plateformes cloud Azure.
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