Data Preprocessing & Feature Engineering

Beginner

€20

8h 30m

11 lessons

Learn to clean and transform real-world data, handle missing values and outliers, encode categorical variables, scale features, and engineer meaningful attributes that improve model performance.

Data Preprocessing

Feature Engineering

Data Cleaning

Feature Scaling

Data Transformation

Create an account or sign in to access the lesson content

Lessons

Data Quality Assessment: Identifying Critical Issues

60 min

Enroll to unlock

Missing Data Strategies: Imputation Techniques

45 min

Enroll to unlock

Anomaly Detection: Cleaning Outliers

45 min

Data Preprocessing & Feature Engineering

Lessons

Data Quality Assessment: Identifying Critical Issues

Missing Data Strategies: Imputation Techniques

Anomaly Detection: Cleaning Outliers

Data Preprocessing & Feature Engineering

Lessons

Data Quality Assessment: Identifying Critical Issues

Missing Data Strategies: Imputation Techniques

Anomaly Detection: Cleaning Outliers

Hands-On #1

Quiz #1

Feature Scaling: Normalization & Standardization

Data Transformation: Unlocking Hidden Patterns

Feature Engineering: Extracting Signal from Noise

Feature Selection: Dimension Reduction Strategies

Hands-On #2

Quiz #2