Predictive Modeling Course
This course teaches a complete process for building accurate predictive models for customer spending, covering data preparation, model training, validation, evaluation, and explanation.

from 4 to 360h flexible workload
valid certificate in your country
What will I learn?
This Predictive Modeling Course provides a practical, complete process for accurately predicting customer spending on monthly data. You will set clear targets for predictions, avoid data leaks, conduct detailed exploratory analysis, create strong features based on time and behaviour, and choose, train, and validate linear and tree-based models using time-sensitive splits, business metrics, and clear, ready-to-use outputs for marketing choices.
Elevify advantages
Develop skills
- Data preparation for spend prediction: clean, encode, and create features with strong signals.
- Strong model training: choose, adjust, and combine linear and tree-based models.
- Time-aware validation: create splits that prevent leaks, cross-validation, and stability tests.
- Error and ROI assessment: connect MAE, lift, and calibration to revenue impact.
- Model explanation: describe SHAP values, limitations, and next actions to non-technical people.
Suggested summary
Before starting, you can change the chapters and the workload. Choose which chapter to start with. Add or remove chapters. Increase or decrease the course workload.What our students say
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