Linear-Regression

Linear Regression Algorithm in Python using Gradient Descent.

Input Format

Input should be provided in a txt file with csv format with target attribute at the last column.

For eg,

Independant_Attribute_1,Independant_Attribute_2,Independant_Attribute_3,Score 5,6,7,32 7,9,5,48 eof

This is obviously not a linear relationship but just an example.

Output

Try it and find out.

Terms Used

1)Damping Coefficient: Specify a low value if high accuracy is required which in turn will require more no. of iterations and more time. 2)Iterations: Specify a high value if low Damping coeffcient is used.

3)Damping Decay: Specify 1 or less if high accuracy is required.

REMEMBER

High accuracy always requires more time.