Feature Engineering

advanced
ai & ml
Enhanced Content

Definition

The process of selecting and transforming raw data into meaningful inputs that AI models can learn from effectively. Like preparing ingredients before cooking to bring out the best flavors.

Real-World Example

For predicting house prices, feature engineering might combine 'bedrooms' and 'bathrooms' into 'total rooms' or calculate 'price per square foot'.

Cloud Provider Equivalencies

These services provide tools and platforms to facilitate data preparation and feature engineering, allowing users to transform raw data into formats suitable for machine learning models.

AWS
AWS SageMaker Data Wrangler
AZ
Azure Machine Learning Designer
GCP
Google Cloud AutoML Tables
OCI
OCI Data Science

Explore More Cloud Computing Terms