--In this video, I have explained Wine Quality prediction using Machine Learning with Python (Apply the Data Sampling Methods for Imbalanced data set)
-Data Sampling Methods for Imbalanced data set.
-Oversampling technique (SMOTE) for classification problems.
-Under-sampling technique (Near Miss Under-sampling) for classification problems.
-- Data set link:
https://archive.ics.uci.edu/ml/datasets/wine+quality
-Lecture-37: Wine Quality Prediction Using Machine Learning
https://www.youtube.com/watch?v=f8HxS3BzxVA&t=218s