Data Analytics (COMP414)
Descriptive and inferential Statistics. Discrete and continuous random variables. Probability distributions. Regressions analysis. Analysis of Variance (ANOVA). Simple linear regression. Multiple linear regression. Classification. Naïve Bayes classifier. Decision trees. Support Vector Machines (SVM). Learning Vector Quantization (LVQ). Association rules. Apriori algorithm. Cluster analysis methods. Logistic regression.