Pricing & Data Valorization
Data audit, XGBoost models, what-if simulations and decision-support dashboards.
From data to decision
Explainable XGBoost models and what-if simulations, in a 5-week assignment
Project Details
Driiveme
Mobility & logistics – Pricing & machine learning
2023
Mission
Lead Senior Data Scientist - Pricing & Machine Learning
Pricing & data valorization
Short assignment (5 weeks), Paris, France (hybrid).
Audit and scoping of business needs, in-depth exploration of databases (Databricks, SQL). Cleaning, handling of missing values/outliers, productionization of preprocessing scripts. Domain-specific feature engineering and analytical base preparation. Implementation of predictive models (XGBoost), optimization and tracking with MLflow (tracking, versioning). Model explainability via SHAP for business transparency. What-if simulations and generation of interactive dashboards to support decision-making.
Contexte & Environnement
Mobility/logistics, multi-source and evolving data requiring rapid analyses.
Lead Senior Data Scientist - Pricing & Machine Learning
Hybrid, Paris – Databricks, SQL, MLflow, Streamlit and PowerBI/Tableau dashboards
Objectifs Cles
Technologies & Infrastructure
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