my-machine-learning-projects-ct / linear-regression-prediction-project-part-2

Analyse a Housing Dataset of Usa for predicting housing prices for regions in the USA

Linear-Regression-Prediction-Project-part-2

Analyse a Housing Dataset of Usa for predicting housing prices for regions in the USA

Avg. Area Income 21.528276 Avg. Area House Age 164883.282027 Avg. Area Number of Rooms 122368.678027 Avg. Area Number of Bedrooms 2233.801864 Area Population 15.150420

Interpreting the coefficients:

Holding all other features fixed, a 1 unit increase in Avg. Area Income is associated with an *increase of $21.52 *. Holding all other features fixed, a 1 unit increase in Avg. Area House Age is associated with an *increase of $164883.28 *. Holding all other features fixed, a 1 unit increase in Avg. Area Number of Rooms is associated with an *increase of $122368.67 *. Holding all other features fixed, a 1 unit increase in Avg. Area Number of Bedrooms is associated with an *increase of $2233.80 *. Holding all other features fixed, a 1 unit increase in Area Population is associated with an *increase of $15.15 *.

Reference Material:https://www.udemy.com/share/101WaUB0scc1dQR34=/