Academic Projects

Predictive Analysis of Employee Attrition

Machine Learning model predicting the risk of resignation of employees of an ESN from RH data and satisfaction surveys.

PythonMachine LearningClassificationScikit-learnPandasSHAPExplainable AIHR AnalyticsFeature EngineeringGridSearchCV

Credit Scoring Model and MLOps with MLflow

Credit scoring model estimating loan default risk, with experiment tracking and version management via MLflow.

PythonMachine LearningMLOpsMLflowLightGBMXGBoostScikit-learnCredit ScoringOptunaFeature Engineering

MLOps Deployment of a scoring model in production

Deployment to production and monitoring of a scoring model via a containerized and automatically deployed API (MLOps).

PythonMachine LearningMLOpsMLflowLightGBMXGBoostScikit-learnCredit ScoringOptunaFeature Engineering

Building Energy Consumption Prediction

Machine Learning model predicting the energy consumption of non-residential buildings in Seattle based on their structural characteristics.

PythonMachine LearningScikit-learnPandasNumPyEDAFeature EngineeringRégressionGridSearchCVData Visualization

Clothing segmentation with Hugging Face

Prototype of automatic clothing segmentation on images via a vision model hosted on Hugging Face Serverless endpoints.

PythonComputer VisionImage SegmentationHugging FaceREST APIDeep LearningData ScienceNumPyMatplotlibPillow

RAG system for cultural event recommendation

POC of a RAG system answering in natural language questions about cultural events, combining FAISS vector search and LLM.

PythonRAGLangChainFAISSMistral AIFastAPIDockerGenerative AINLPRagas