What is instance?
A specific example or occurrence of something
instance explained in plain English
Analogy
Think of an instance like a single puzzle piece - it's one part of a larger whole, and when combined with other instances, it helps to create a complete picture.
Example
For example, in a self-driving car, each frame of video captured by the car's camera is an instance that the model uses to learn and make decisions about how to navigate the road.
How is instance used?
Instances are used to train machine learning models, allowing them to learn patterns and make predictions or decisions based on the data they've been given.
Common misconceptions about instance
Some people may think that an instance is the same as a dataset, but in fact, a dataset is a collection of many instances.
History
The concept of an instance has been around since the early days of machine learning, but it has become increasingly important with the rise of big data and deep learning.
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