À propos de El Malki
AI expert with a Ph.D. and over three years of post-doctoral experience. I have explored various fields of AI application such as agriculture, maritime transportation, and energy. My journey has led me to collaborate with professionals from diverse backgrounds, including maritime surveillance agents, energy specialists, and developers, to develop and deploy AI models. My skills cover a wide range of areas, including data analysis, anomaly detection, deep learning, computer vision, and time series analysis. As a lecturer, I have taught AI courses in several schools and universities in Toulouse, covering topics such as LLMs, Chatbots, Machine Learning, NLP, and reinforcement learning.
With extensive development experience in Python, complemented by proficiency in R, C++ and Java. I've managed end-to-end AI projects from collection to deployment. My approach is quality-focused, committing at every stage to ensure solutions that exceed your expectations.
My Key Skills:
- Data definition and quality assessment
- Data collection, cleaning, feature engineering, augmentation, exploration, and visualization
- Statistical modeling and inference
- Development and evaluation of predictive models (classification, forecasting, anomaly detection)
- Explainability of AI models
- Deployment and monitoring of AI models
- Computer Vision (detection, segmentation, deep learning)
- LLMs, NLP applications
Technologies primarily used:
- Data science and machine learning: Python, R, Pytorch, TensorFlow, Scikit-learn, Statsmodels
- Data processing: Pandas, Numpy, Scipy, Spark
- Data visualization: Matplotlib, Seaborn, Plotly
- Web tools: Dash/Streamlit
- Deployment: REST API (Flask/FastAPI), Docker
- Database: MySQL, PostgreSQL, MongoDB, Neo4j
- Scraping: Python, Requests, Selenium, BeautifulSoup
- Acceleration: GPU, numba, C++ wrappers, Cython
- Others: Git, Jupyter notebooks
If you have any questions, feel free to contact me so we can discuss your project together.
Français
Bilingue ou natif
Anglais
Capacité professionnelle complète
Accepte de travailler sur site
Toulouse (jusqu’à 50 km)
Expériences
- IRITPostdoctoral scientistCENTRES DE RECHERCHEjanvier 2021 - mai 2021 (5 mois)Toulouse, FranceDevised a novel clustering method tailored for high-dimensional data scenarios
- IRITPostdoctoral Scientist (Smart Buildings)CENTRES DE RECHERCHEfévrier 2023 - avril 2024 (1 an et 2 mois)Toulouse, FranceWorked on an ecological project for smart buildings. I developed AI algorithms tailored for anomaly detection, aimed at enhancing energy efficiency in sensor-equipped buildings.
- IRITPostdoctoral Scientist (Maritime Surveillance and Border Security)CENTRES DE RECHERCHEmai 2021 - janvier 2023 (1 an et 8 mois)Toulouse, FranceWorked in the H2020 EFFECTOR european project in partnership with Naval Group and Thales Group. I developed datalake-oriented machine learning solutions for the anomaly detection task, based on maritime sensor data.
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Formations
- Docteur en informatique, Apprentissage automatiqueUniversité Toulouse - Jean Jaurès2020Docteur en informatique, Apprentissage automatique
- Licence 2, MathématiquesUniversité d'Avignon et des Pays de Vaucluse2015Licence 2, Mathématiques