bayesian-classification

Selected pattern recognition projects covering Bayesian classification, perceptron ensembles, PCA and neural networks on MNIST.

(TEL311) at the Technical University of Crete: feature transformations (PCA, LDA), Bayesian decision theory, parameter estimation, linear and non-linear classifiers, neural networks, clustering and HMMs.

Bachelor's/specialist diploma project (C#, WinForms): spline-based mixture-distribution analysis — Bayesian classification, least-squares (MNK), local-maxima detection. Direct predecessor of the PhD research in spline-analyzer-dissertation.