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Supervised and unsupervised learning

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Padma Magar
Mar 14, 2022
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Supervised learning:

          Supervised learning is the types of machine learning in which machines are trained using well "labelled" training data, and on basis of that data, machines predict the output. The labelled data means some input data is already tagged with the correct output.In supervised learning, the training data provided to the machines work as the supervisor that teaches the machines to predict the output correctly. It applies the same concept as a student learns in the supervision of the teacher.In supervised learning, models are trained using labelled dataset, where the model learns about each type of data. Once the training process is completed, the model is tested on the basis of test data (a subset of the training set), and then it predicts the output.

Types of supervised learning:

1.Regression

2.Classification

Unsupervised learning:

       As the name suggests, unsupervised learning is a machine learning technique in which models are not supervised using training dataset. Instead, models itself find the hidden patterns and insights from the given data. It can be compared to learning which takes place in the human brain while learning new things. It can be defined as unsupervised learning is a type of machine learning  in which models are trained using unlabeled dataset and are allowed to act on that data without any supervision.

Types of Unsupervised learning:

1.Clustering

2.Association

       


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