Where to use which machine learning algorithm

Supervised Learning

Linear Regression = Linear model

Logistic regression = Classification

Decision Tree = Classification (Non-linear)

Neural networks = Linear model, Classification

Support vector machine = Linear model, Classification

Unsupervised Learning

K-Mean = Clustering

Principal Component Analysis