About Fayçal
French
Native or bilingual
English
Native or bilingual
Spanish
Conversational
Arabic
Conversational
Russian
Basic
Japanese
Basic
Experience
- EkwateurData Scientist / Machine Learning EngineerENERGY AND UTILITIESNovember 2023 - March 2025 (1 year and 3 months)Paris, FranceEkwateur is an alternative energy provider.I was the internal point of contact for all AI-related topics. My role was to implement AI-based internal tools for various business teams (sourcing, marketing, customer service). I was fully responsible for my projects, from scoping and gathering requirements from business teams to prototyping, modeling, and production deployment. I initiated or took over the following projects:
- **Customer electricity consumption prediction**: implementation of a tool for the sourcing team to predict customer electricity consumption hour by hour over several years (XGBoost Python, MlOps, SageMaker Pipeline, AWS Lambda, Gitlab CI).
- **Sentiment analysis in customer tickets**: implementation of a dashboard for the customer service team to track customer satisfaction trends in received messages across different topics (Python, NLP, MlOps, SageMaker Pipeline, Gitlab CI).
- **Churn prediction**: implementation of a 3-month churn prediction model for the marketing team (Python, MlOps, SageMaker Pipeline, Gitlab CI).
- **Forecasting hourly call volume at customer service centers**: implementation of a model allowing customer service to anticipate hourly call volume several weeks in advance (Python, XGBoost, time series, SageMaker).
Technical environment: Python (NumPy, Pandas, Matplotlib, Seaborn, XGBoost, scikit-learn, boto3, Sagemaker), AWS (SageMaker, S3, RedShift, Lambda), Git, Gitlab CI, PyCharm, Jupyter Notebook, MacOs. - Enginn TechnologiesData ScientistSOFTWARE PUBLISHINGDecember 2020 - July 2023 (2 years and 7 months)94200 Ivry-sur-Seine, FranceEnginn is a speech synthesis tool for creative professionals (video game studios, animation studios, etc.).My main responsibilities were:👨💻 Building training datasets for our speech synthesis model (textual and audio data): raw data extraction, analysis, cleaning, transformation, sampling.👨💻 Participation in setting up ETL/ELT.👨💻 Writing preprocessing/postprocessing scripts for our speech synthesis model.👨💻 Developing voice analysis models.
- Ecole-ITPython TrainerEDUCATION AND E-LEARNINGOctober 2023 - December 2023 (2 months)Orléans, France
Context
Python programming course for post-baccalaureate studentsMy achievements
- Preparation of course materials
- Lectures followed by corrected exercise sessions
- Preparation and grading of the final course assessment (coding a hangman game)
Topics covered
Algorithmics, programming paradigms, imperative programming, variables, control flow, loops, conditions, collections, containers, functions, modules and libraries, exception handling, file reading and writing, object-oriented programming.
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Education
- Scientific preparatory classes (French : "Classes préparatoires scientifiques"), Mathematics, Physics, ChemistryLycée La Martinière Monplaisir2016Scientific preparatory classes (French : "Classes préparatoires scientifiques"), Mathematics, Physics, Chemistry
- Master of Science in Computer ScienceKorea Advanced Institute of Science and Technology2018Master's degree, Computer Science
Certifications
- Principles of Functional Programming in ScalaCoursera - Swiss Federal Institute of Technology Lausanne2023