altheanabila / SVM-simulation-with-regression-model-using-Python

SVM-simulation-with-regression-model-using-Python

I try to run SVM method based on previous regression model.

1. First of all importing data movie_regression.csv and extracting into panda dataframes

2. Missing value treatment by using mean value

3. Dummy variable treatment by replacing string value with binary variable

4. Define X and y variable

5. train the data using test train split syntax. We only take 20% of available data as testing data

6. Standardizing data by converting mean and variance of each data into 0 and 1

7. Predict y value using svm model

8. Find out the model performance accuracy. R2 for y train prediction and y test prediction stood above 0,5 which indicates a good model