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SUPERVISED LEARNING, Applications of Supervised Learning - Coggle Diagram
SUPERVISED LEARNING
Definition
Category of machine learning where algorithms learn to make predictions or classify data based on labeled training dataset.
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Categories
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REGRESSION
Definition
A technique used to capture the relationships between independent and dependent variables, with the main purpose of predicting an outcome
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Algorithms
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Decision Tree
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Graphical representation for getting all the possible solutions to a problem/decision based on given conditions.
A decision tree simply asks a question, and based on the answer (Yes/No), it
further split the tree into subtrees.
K - Nearest Neighbor
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Predictions are based on the majority class (classification) or average (regression) of the K nearest neighbors.
Sensitive to the choice of distance metric (e.g., Euclidean, Manhattan).
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