overview of supervised learning


What is supervised learning?

    Supervised learning develops predictive models to come up with reasonable predictions as a response to newly fed data. Hence, this technique is used if we have enough known data (labeled data) for the outcome we are trying to predict. In supervised learning, an algorithm is designed to map the function from the input to the output.

What kind of problems is supervised learning best suited for?

    Supervised learning is good at classification and regression problems, such as determining what category a news article belongs to or predicting the volume of sales for a given future date. In supervised learning, the aim is to make sense of data within the context of a specific question. In contrast to supervised learning is unsupervised learning.

What types of tasks can be completed using supervised learning?

    There are numerous applications of Supervised Learning including credit card fraud detection. Let us use exploratory data analysis (EDA) to get some basic insights into fraudulent transactions. EDA is an approach used to analyze data to find out its main characteristics and uncover hidden relationships between different parameters.

How is supervised learning used in machine learning?

    Supervised learning is an approach to machine learning that uses labeled data sets to train algorithms in order to properly classify data and predict outcomes.
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