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Documented experiment for wine quality prediction through SVM, KSVM, LR and KLR. Implementation of SVM and Logistic Regression models [with optional non-linear kernelization] from scratch. Implementation of K-Fold cross validation for hyperparameter tuning. Implementation of PCA for dimensionality reduction.