Position-salaries.csv

One classic exercise with position-salaries.csv is building a or decision tree to predict salary based on position, level, and experience.

: The salary increases exponentially as the level rises. A standard Linear Regression model ( ) will result in a poor fit (high bias). Predictive Use Case position-salaries.csv

If you'd like, I can to build a Polynomial Regression model using this dataset or create a visual graph showing how the salary curve looks. One classic exercise with position-salaries

encoder = OneHotEncoder(drop='first') encoded_positions = encoder.fit_transform(df[['Position', 'Level']]) position-salaries.csv

. It represents a company's internal salary structure based on organizational "levels" rather than raw years of experience. 1. Dataset Overview