Feature Engineering Course
Master feature engineering for engineering data. Learn time-based, categorical, and multivariate sensor features, avoid data leakage, handle drift, and build robust 7-day pump failure prediction models you can trust in real operations.
from 4 to 360h flexible workload
valid certificate in your country
What will I learn?
This Feature Engineering Course shows you how to turn raw pump sensor data into powerful predictive inputs. You will learn data validation, timestamp alignment, missing value handling, outlier detection, and leakage-safe pipelines. Build time-based, aggregated, and categorical features, apply encoding, selection, and dimensionality reduction, and run practical diagnostics to improve 7-day failure prediction performance quickly and reliably.
Elevify advantages
Develop skills
- Time-series features: build rolling, trend, and seasonal signals for failures.
- Categorical encodings: apply one-hot, target, and frequency schemes correctly.
- Sensor data prep: clean, align, and resample noisy pump telemetry fast.
- Leakage-safe pipelines: design time-aware CV, imputation, and feature logic.
- Feature validation: use SHAP, MI, and drift checks to keep models reliable.
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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