Simple Linear Regression - Salary Prediction

Predicting salary based on years of experience using a Simple Linear Regression model. Built as part of my machine learning fundamentals practice.

Dataset

• Salary_Data.csv - 30 records with two columns: Years of Experience and Salary

What I Did

• Loaded and explored the dataset
• Split data into training and test sets (80/20)
• Trained a Linear Regression model using Scikit-learn
• Predicted salaries on the test set
• Visualised the regression line against actual data points

Results

The model fits the data well - salary shows a strong positive linear relationship with years of experience. The regression line closely follows the actual data points on both training and test sets.

Tech Stack

Python, Pandas, NumPy, Matplotlib, Scikit-learn, Jupyter Notebook

How to Run

git clone https://github.com/Ayush28042005/Simple-Linear-Regression.git
cd Simple-Linear-Regression
pip install pandas numpy matplotlib scikit-learn
jupyter notebook simple-linear-regression.ipynb

Author

Ayush Saini