What is the curse of dimensionality?
Experience Level: Junior
Tags: Artificial Intelligence
Answer
The curse of dimensionality refers to the problem of high-dimensional data, where the number of features or dimensions is much larger than the number of observations. As the number of dimensions increases, the volume of the data space grows exponentially, which makes it increasingly difficult to find patterns or structure in the data. The curse of dimensionality can be addressed by using techniques such as feature selection, dimensionality reduction, and data preprocessing.
Related Artificial intelligence (AI) job interview questions
What is the difference between precision and recall?
Artificial Intelligence JuniorWhat is a convolutional neural network (CNN)?
Artificial Intelligence JuniorWhat is the difference between a parametric and non-parametric model?
Artificial Intelligence Junior