$25
Simple Linear Regression (One feature) Marks: 3 +
3 = 6
1. Implement the linear regression using the (a) Ordinary Least Squares (OLS) Method and (b) Gradient Descent Algorithm
Dataset: Swedish Auto Insurance dataset. Click her e to download
i) You need to split the dataset into train(60%), validation (20%), and test(20%).
ii) Print the train, validation, and test accuracy
Multiple Linear Regression Marks: 4
2. Implement the linear regression using the Gradient Descent
Algorithm
Dataset: Boston house pricing dataset.
Hint to load the dataset from sklearn import datasets boston = datasets.load_boston(return_X_y=False)
i) You need to split the dataset into train(60%), validation (20%), and test(20%).
ii) Print the train, validation, and test accuracy