Supervised Learning

5 Supervised Learning Algorithms: Uses, Trade-offs and Selection

Five widely used supervised learning algorithms are linear regression, logistic regression, decision trees, random forests and support vector machines. They learn from labelled examples, but they solve different problems and impose different trade-offs. The

Ruskin Felix Barar19 December 2025Updated 4 October 202612 min read

5 Supervised Learning Algorithms: Uses, Trade-offs and Selection

Five widely used supervised learning algorithms are linear regression, logistic regression, decision trees, random forests and support vector machines.