dingthe4th / wineclassification

Wine Quality Classification (Project on Intelligent Systems Lab)

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wineclassification

Wine Quality Classification (Project on Intelligent Systems for Engineering Lab)

An attempt to classify wine quality based on https://archive.ics.uci.edu/ml/datasets/wine+quality dataset

image Results for this 'competition' or submission hub of this course project. https://www.kaggle.com/competitions/lbyec3a-project-1-t3-ay20-21/leaderboard

(Although it's top 26, the grade is based on the methodology, results, and presentation, where the instructor gave us the highest grade because of our complete documentation and presentation)

Documentation include: Statistical Analysis, Preprocessing, Model and Training, Testing and Results, and the source code.

image

Feature ranking method used is Univariate feature ranking for classification using chi-square tests or fscchi2 function in MATLAB.

Done using MATLAB toolboxes and built-in functions. Can be replicated using libraries for python, etc.

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Wine Quality Classification (Project on Intelligent Systems Lab)