Machine Learning and Pattern Recognition

Syllabus

Introduction to pattern recognition

Statistical Pattern Recognition: Review paper

Introduction to Probability

Matrix Review in Matlab

Matlab demo for Normal Bivariate Density Function

Statistical Decision Making Review

Machine Learning

K-NN Classifier

Image Analysis Introduction

Image Analysis - Frequency Domain

Color Image Processing

Image Analysis - Segmentation

Support Vector Machines Tutorial

Hyperspectral Image Classification

Clustering

PROJECT FILES

Enrique classes matlab file

Enrique AVIRIS Image matlab file

PROJECT FILES 2011

Parguera original image file

parguera original image header file

Parguera regions of interest file

Parguera testing image

Parguera testing image header file

MATLAB DEMO FILES

FFT demo-matlab code

Filtering demo-matlab code

Edge detection and color image demo-matlab code

Image enhancement and restoration demo-matlab code

Mathematics based operations demo-matlab code

PAPERS

SPIE paper

HOME WORK

Home work on Probability

PROJECT FILES 2013

Training ROIs in ENVI

Class map for the image

Class map header file in ENVI

Original image

Original image header file in ENVI