nps6-uwf/CNN-for-Oral-Lesion-Classification

In this paper I introduce a new oral lesion database that I created by scraping Images from research papers and dentists online. Next, I showcase a novel method for generating NxN pixel samples from human lips by isolating the labial fissure via image segmentation induced via the Kmean algorithm. I experiment with a variety of convolutional neural network architectures including: a simple network, AlexNet, VGG, and ResNet in an effort to correctly classify oral tissue samples of: tongue, lip, HSV-1, and squamous cell carcinoma. First I consider the dataset as a whole and attempt multi class classification, then I carry out multiple binary classification experiments including: lesion versus non-lesion, herpes versus squamous cell carcinoma, and tongue versus lip. Finally I implement a novel method that attempts to perform the same multi class classification that I started with. This method involves an ensemble of binary ResNet networks. I conclude with an overview of lots of future research that can be done on this problem.

Language: Python - Size: 6.6 MB - Last synced at: almost 2 years ago - Pushed at: almost 4 years ago - Stars: 0 - Forks: 0

nps6-uwf/MST-Image-Segmentation

Language: Python - Size: 1.68 MB - Last synced at: about 2 years ago - Pushed at: over 3 years ago - Stars: 1 - Forks: 1

nps6-uwf/Lyapunov-Control-Bilinear-Schrodinger-Equations

Language: MATLAB - Size: 182 KB - Last synced at: about 2 years ago - Pushed at: about 2 years ago - Stars: 0 - Forks: 0

nps6-uwf/Franson-Interference

This repository will contain a usage manual and code for using a quantum entanglement demonstrator to create two-photon Franson interference.

Language: Python - Size: 86.9 KB - Last synced at: about 2 years ago - Pushed at: almost 3 years ago - Stars: 0 - Forks: 0

nps6-uwf/Constant-Median-Filter

A cython implementation of the constant time median filter.

Language: Python - Size: 5.48 MB - Last synced at: about 2 years ago - Pushed at: over 3 years ago - Stars: 0 - Forks: 0

nps6-uwf/UWF-ROADS-DATABASE

UAV images of roads on the UWF campus post hurricane Sally. The masks were created by me for the purpose of road extraction.

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nps6-uwf/Image-Resizing

Simple script to showcase the subtleties of various resizing algorithms

Language: Python - Size: 13.5 MB - Last synced at: about 2 years ago - Pushed at: over 3 years ago - Stars: 0 - Forks: 0

nps6-uwf/Warnsdorff-heuristic

An HTML simulation of the knight's tour problem with Warnsdorff heuristic.

Language: HTML - Size: 22.5 KB - Last synced at: about 2 years ago - Pushed at: over 3 years ago - Stars: 0 - Forks: 0

nps6-uwf/Hide-Text-in-Image

Embed encrypted text in an image.

Language: Python - Size: 23.4 MB - Last synced at: about 2 years ago - Pushed at: over 3 years ago - Stars: 0 - Forks: 0

nps6-uwf/3D-Cellular-Automata

A 3D cellular automata simulation synchronized with electronic music.

Language: HTML - Size: 9.86 MB - Last synced at: about 2 years ago - Pushed at: over 3 years ago - Stars: 0 - Forks: 0

nps6-uwf/Linear-Systems-Control-and-Matrix-Theory

Selected programs, homework problems, exam problems, notes, theorems, and other information from two of my graduate classes: Linear System & Control Theory and Matrix Theory.

Language: MATLAB - Size: 8.79 KB - Last synced at: about 2 years ago - Pushed at: over 3 years ago - Stars: 0 - Forks: 0

nps6-uwf/MethodsOfPolynomialInterpolation

Approximating 3 common functions with the direct method, Lagrange interpolation, and Hermite interpolation. Approximations plotted on Chebyshev nodes.

Language: TeX - Size: 18 MB - Last synced at: about 2 years ago - Pushed at: over 3 years ago - Stars: 0 - Forks: 0

nps6-uwf/Teaching-Sample

This repository will contain a random selection of assignments, exams, lecture slides, and lecture video from my time teaching.

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nps6-uwf/Image-Upload-Size-Analysis

Language: Jupyter Notebook - Size: 2.88 MB - Last synced at: about 2 years ago - Pushed at: almost 4 years ago - Stars: 0 - Forks: 0

nps6-uwf/SQL-Queries

Some queries that I created as an analyst.

Language: TSQL - Size: 8.79 KB - Last synced at: about 2 years ago - Pushed at: almost 4 years ago - Stars: 0 - Forks: 0

nps6-uwf/CaptchaBypass

This repository will contain different techniques for bypassing captchas.

Language: Python - Size: 3.22 MB - Last synced at: about 2 years ago - Pushed at: almost 4 years ago - Stars: 0 - Forks: 0

nps6-uwf/BatchedLinearAssignment

An extension of the stable marriages problem which implements a novel algorithm that I created. The algorithms finds the optimum invigilation schedule that satisfies a group of n teachers (or other individuals) that must proctor m exams.

Language: Python - Size: 150 KB - Last synced at: about 2 years ago - Pushed at: almost 4 years ago - Stars: 0 - Forks: 0

nps6-uwf/Interpolating-Polynomials-Vandermonde-Project2

The key difference between this project and Interpolating-Polynomials-Project2 is the implementation of the direct method. In this method I solve for the coefficients of the interpolating polynomial using the Vandermonde matrix. In the previous version I simply plot the data points.

Language: MATLAB - Size: 11.5 MB - Last synced at: about 2 years ago - Pushed at: about 4 years ago - Stars: 0 - Forks: 0

nps6-uwf/Shipping-Customer-Satisfaction-ANN

I built two neural networks to try and perform the binary categorization of customers as either satisfied or unsatisfied with their Ecommerce shipping experience.

Language: Python - Size: 153 KB - Last synced at: about 2 years ago - Pushed at: over 4 years ago - Stars: 0 - Forks: 0

nps6-uwf/KMean-Lip-Segmentation

I use k-mean clustering to segment human lips. I do this in an effort to automate the process of collecting labial vermillion NxN pixel samples of the lip that can fed into a classier to determine if the sample has lesions.

Language: Python - Size: 4.56 MB - Last synced at: about 2 years ago - Pushed at: over 4 years ago - Stars: 0 - Forks: 0

nps6-uwf/Final-Exam-Score-Prediction

Given the 4 formative scores and midterm score of M52 Thai high school computer science students, I use multivariate regression to predict their final exam scores.

Language: Python - Size: 57.6 KB - Last synced at: about 2 years ago - Pushed at: over 4 years ago - Stars: 0 - Forks: 0

nps6-uwf/Oral-Lesion-Database

This is a database that I created from scratch for my Machine Learning final project. I hope to continue to develop and maintain this database so that high quality machine learning research can be done using these images.

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nps6-uwf/gender-classifier

A quick implementation of KNN in Julia with no libraries used to classify men and women given height and weight.

Language: Julia - Size: 182 KB - Last synced at: about 2 years ago - Pushed at: over 4 years ago - Stars: 0 - Forks: 0

nps6-uwf/Metabolic-Sensitivity-in-Armases-cinereum

Metabolic Sensitivity in Squareback Marsh Crabs (Armases cinereum) An Analysis of Two Independent Marsh Crab Populations From Tallahassee and Palm Beach Florida by Using the Wilcoxon Mann-Whitney Test

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nps6-uwf/perceptron-THB

I implemented the perceptron learning algorithm to differentiate between Thai currency, specifically Thai coins.

Language: Python - Size: 460 KB - Last synced at: about 2 years ago - Pushed at: over 4 years ago - Stars: 0 - Forks: 0

nps6-uwf/spam-classifier

I implemented the PLA algorithm from scratch and used it to build a web application that classifies text as either SPAM or HAM.

Language: JavaScript - Size: 485 KB - Last synced at: about 2 years ago - Pushed at: over 4 years ago - Stars: 0 - Forks: 0

nps6-uwf/Optimization

A website I created giving a brief overview of mathematical optimization techniques. These techniques can be useful in understanding the intuition behind machine learning algorithms.

Language: HTML - Size: 5.82 MB - Last synced at: about 2 years ago - Pushed at: over 4 years ago - Stars: 0 - Forks: 0

nps6-uwf/KNN-IRIS-COLOR

In this project I collected images of blue eyes, brown eyes, eyes with prominent limbal rings, and eyes with Kayser–Fleischer rings. I then took a random 50px, 50px sample of the iris of the blue and brown eyes. I ran 5 experiments outlined in my paper and discuss interesting ideas for future research.

Language: R - Size: 15.6 MB - Last synced at: about 2 years ago - Pushed at: over 4 years ago - Stars: 0 - Forks: 1

nps6-uwf/nonlinear_svm

In this project I developed a program that generates nonlinearly separable data. This data is mapped into a higher dimension using a kernel trick where the data becomes linearly separable

Language: Python - Size: 762 KB - Last synced at: about 2 years ago - Pushed at: about 4 years ago - Stars: 0 - Forks: 0

nps6-uwf/Learning-From-Data

Exercises, problems, and other content from Learning From Data - Abu Mostafa

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