Machine-Learning-Regression-Models

Repository containing Machine Learning projects in Python and R completed by me for self learning purpose. The Projects are presented in the form of python(.py) files , R(.R) files and the output is visualized using matplotlib and ggplot libraries and presented as pdf file.

LINEAR REGRESSION:

PYTHON:https://github.com/rishikakapoor/Machine-Learning-Regression-Models/blob/master/simple_linear_regression.py

R: https://github.com/rishikakapoor/Machine-Learning-Regression-Models/blob/master/simple_linear_regression.R

RESULTS: https://github.com/rishikakapoor/Machine-Learning-Regression-Models/blob/master/Simple_Linear_Regression_Plot.pdf

MULTPLE-LINEAR REGRESSION

PYTHON:https://github.com/rishikakapoor/Machine-Learning-Regression-Models/blob/master/Multi_linear_regression.py

R:https://github.com/rishikakapoor/Machine-Learning-Regression-Models/blob/master/Multi_linear_regression.R

POLYNOMIAL REGRESSION:

PYTHON:https://github.com/rishikakapoor/Machine-Learning-Regression-Models/blob/master/Polynomial_Regression.py

R:https://github.com/rishikakapoor/Machine-Learning-Regression-Models/blob/master/Polynomial_Regression.R

RESULTS:https://github.com/rishikakapoor/Machine-Learning-Regression-Models/blob/master/Polynomial_Regression.pdf

DECISION TREE:

PYTHON:https://github.com/rishikakapoor/Machine-Learning-Regression-Models/blob/master/decision_tree_regression.py

R:https://github.com/rishikakapoor/Machine-Learning-Regression-Models/blob/master/decision_tree_regression.R

RESULTS:https://github.com/rishikakapoor/Machine-Learning-Regression-Models/blob/master/decision_tree_regression.pdf

RANDOM FOREST:

PYTHON:https://github.com/rishikakapoor/Machine-Learning-Regression-Models/blob/master/random_forest_regression.py

R:https://github.com/rishikakapoor/Machine-Learning-Regression-Models/blob/master/random_forest_regression.R

RESULTS: https://github.com/rishikakapoor/Machine-Learning-Regression-Models/blob/master/Random_Forest_Plot.pdf

SUPPORT VECTOR REGRESSION:

PYTHON:https://github.com/rishikakapoor/Machine-Learning-Regression-Models/blob/master/svr.py

R:https://github.com/rishikakapoor/Machine-Learning-Regression-Models/blob/master/svr.R

RESULTS:https://github.com/rishikakapoor/Machine-Learning-Regression-Models/blob/master/SVR_plot.pdf