Data Preparation¶

Essential techniques for cleaning and transforming data.

6 mins

Joins

Combine datasets using various join techniques.

2 mins

Duplicates

Identify and remove duplicate records.

5 mins

Outliers

Detect and handle outliers in your dataset.

18 mins

Missing Values

Address missing data through imputation techniques.

5 mins

Encoding

Transform categorical data into numerical formats.

5 mins

Scaling

Standardize numerical features to a common scale.

4 mins

Decomposition

Break down complex data into simpler components.

7 mins

Feature Engineering

Create new features to enhance model performance.