Feature Engineering Course
This course equips you with essential feature engineering skills for predictive maintenance using pump sensor data, focusing on creating robust features to improve failure prediction models.
from 4 to 360h flexible workload
certificate valid in your country
What will I learn?
This Feature Engineering Course teaches you how to transform raw pump sensor data into effective predictive features. You'll cover data validation, aligning timestamps, dealing with missing values, spotting outliers, and creating pipelines that prevent leakage. Develop time-based, aggregated, and categorical features, use encoding techniques, select features, reduce dimensions, and perform practical checks to boost 7-day failure prediction accuracy swiftly and dependably.
Elevify advantages
Develop skills
- Time-series features: create rolling, trend, and seasonal indicators for failures.
- Categorical encodings: implement one-hot, target, and frequency methods properly.
- Sensor data prep: clean, align, and resample noisy pump telemetry efficiently.
- Leakage-safe pipelines: build time-aware CV, imputation, and feature processes.
- Feature validation: apply SHAP, MI, and drift tests to maintain model reliability.
Suggested summary
Before starting, you can change the chapters and 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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