Formulating Problem as ML Problem Flashcards
In machine learning, what are “Types of Objects” referred to as?
Classes
A collection of vectors, each with its associated label indicating which class it belongs to is a _________.
Labeled Dataset
Traditional programming: you have to tell the computer explicitly how to transform an input to the desired output. What is the machine learning approach?
Giving the computer the ability to learn without being explicitly programmed.
What does Scikit-Learn do?
Offers convenient functionality for loading in data-sets
What is typically the name of the matrix containing features of the data?
X (capitalized)
What is typically the name of the matrix containing labels of the data?
y (lowercase)
What is a Classification Problem?
Taking features and deriving a discrete label
What is a Regression Problem?
Taking features and deriving a specific numerical answer on a continuous label
In a feature matrix, what do columns represent?
Features
In a feature matrix, what do rows represent?
Examples