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Define classification and prediction. How are they different?

Question

Define classification and prediction. How are they different?

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Solution

Classification and prediction are two main aspects of data mining and machine learning.

  1. Classification: This is a process where a model is trained on a dataset with pre-defined labels. The model learns from the data and is then able to classify new, unseen data into these pre-defined categories. For example, a classification model could be trained to identify whether an email is spam or not spam.

  2. Prediction: This is a type of data mining technique that uses statistical algorithms and machine learning to forecast outcomes. Each record in the dataset is associated with a certain outcome or trend. The goal of prediction is to generate a value for an output variable, given a certain input. For example, a prediction model could be used to forecast the stock market trends or the weather.

The main difference between classification and prediction is that the former is about identifying which category or class an observation belongs to, while the latter is about forecasting or estimating a certain outcome. In other words, classification is about labeling, and prediction is about forecasting.

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