Develop end-to-end classification and forecasting use cases (e.g. demand forecasting, churn prediction) using machine learning models, working closely with business stakeholders.
Responsibilities
- ▹Work on classification and forecasting use cases: problem framing, data prep, model development
- ▹Explore and clean data, perform EDA to flag data quality issues
- ▹Engineer features for tabular and time-series data
- ▹Train, validate, and tune standard ML models
- ▹Evaluate models against business KPI impact
- ▹Build visualizations and reports for business stakeholders
- ▹Collaborate with data engineers to bring models into production
Requirements
- ▹Commercial experience with classical data science/ML models (decision trees, ensemble methods, linear regression)
- ▹Knowledge of customer analytics or advanced forecasting concepts
- ▹Familiarity with hyperparameter tuning and model validation frameworks
- ▹Fluency in Python, basic working knowledge of SQL
- ▹Knowledge of DS/ML libraries
- ▹Experience with a cloud platform (Databricks, GCP, or Azure)
Nice to have
- ▹Understanding of causal machine learning
- ▹Experience with big data and distributed environments
- ▹OOP experience in Python
- ▹MLOps experience
- ▹Familiarity with R or Scala
Soft skills
Strong business acumenCreative problem-solving
About the company
Lingaro's team delivers business solutions with machine learning and data science, focused on forecasting and customer analytics, often leveraging causality frameworks.
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