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What is the main goal of dimensionality reduction?
Practice Questions
Q1
What is the main goal of dimensionality reduction?
To increase the number of features
To reduce the complexity of the model
To improve model interpretability and reduce overfitting
To enhance the training speed
Questions & Step-by-Step Solutions
What is the main goal of dimensionality reduction?
Steps
Concepts
Step 1: Understand that data can have many features (dimensions).
Step 2: Realize that having too many features can make it hard to analyze and visualize the data.
Step 3: Know that dimensionality reduction is a technique used to reduce the number of features.
Step 4: Learn that the goal is to keep the important information while removing less important features.
Step 5: Remember that simplifying the model helps it run faster and can improve its performance.
No concepts available.
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