Role Overview
We're working with a team that uses Machine Learning and Predictive Analytics to forecast project timelines, permit approvals, resource planning, customer demand, and operational risks. These predictions help drive key business decisions across marketing, sales, and operations.
The team already has machine learning models in production and is looking for someone who can take ownership of existing models, improve prediction accuracy, engineer new features, optimize performance, and deploy scalable ML solutions.
Required Skills
- Strong Python and SQL experience
- Machine Learning and Predictive Analytics
- XGBoost, Scikit-Learn, LightGBM, or similar algorithms
- Forecasting and Time-Series Modeling
- Feature Engineering and Model Optimization
- Model Evaluation (Precision, Recall, F1, ROC-AUC, MAE, RMSE)
- PySpark / Apache Spark
- MLflow, Docker, Kubernetes
- AWS or Azure Cloud
- Experience deploying and maintaining production ML models
Preferred Background
- Demand Forecasting
- Customer Churn Prediction
- Revenue Forecasting
- Risk Scoring
- Resource Planning
- Pricing Optimization
- Capacity Planning
- Supply Chain Analytics
- Operational Forecasting
GCS is acting as an Employment Business in relation to this vacancy.
Machine Learning Engineer
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