Shaping and Transforming Features

Transform raw data into meaningful features using encoding, binning, and interaction terms. Enhance dataset representation by uncovering relationships within the data, paving the way for more insightful analysis and model building.

Numpy

Pandas

Python

Scikit-learn

See path

4 lessons

18 practices

Less than 2 hours

Course details

Categorical Data Encoding Techniques

Preview

Identify Categorical Columns in Data

One-hot Encoding with Pandas

Refining One-Hot Encoding Parameters

One-hot Encode with Scikit-Learn

Label Encode the Titanic Data

Efficient Label Encoding with Loops

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Shaping and Transforming Features

Course details

Turn screen time into skills time

Join the 1M+ learners on CodeSignal

From our community

From our community

Shaping and Transforming Features

Course details

Unit 16 practices22 min

Unit 24 practices16 min

Unit 34 practices16 min

Unit 44 practices16 min

Turn screen time into skills time

Join the 1M+ learners on CodeSignal

From our community

From our community