Data Science Projects
Applied Machine Learning for Healthcare
Machine learning algorithms in Python for real world life science problems.
Projects: Autism Screening, DNA Classification, Breast Cancer Detection, Heart Disease Prediction
Uses SVM, KNN, Neural Networks. Pandas, numpy, sklearn, keras.
Shelf Finder (tentative)
Machine learning script used to detect text from an image.It then uses that data to map the location of the shelf.
Potential Attacker Analysis
Simple data analysis proving you can identify potential attackers
Project tools: R and Excel
Titanic Project (Kaggle)
The purpose of this project was to understand algorithms available to accomplish a classification task using the Titanic dataset. The data being analyzed deals with different classifications of people, such as gender, age, passenger class, etc. The model is then applied to predict who survived or not.
Project tools: R and Excel used | SVM, naive Bayes, kNN and Random Forest models used
Personal Equity Plan (Apriori Algorithm example)
This reports purpose is to use available algorithms to accomplish a classification task. The data is in the form of a csv file and contains attributes on people’s demographics and banking information on if they participate in a Personal Equity Plan (PEP) .
Project tools: R and Excel used| Apriori Algorithm
Classification by location
This assignment explored what information could be gathered about students location, using their zip codes and pining them to a map.This reports purpose is to use available algorithms to accomplish a classification task. The data is in the form of a csv file and contains attributes on people’s demographics and banking information on if they participate in a Personal Equity Plan (PEP) .
Project tools: R and Excel for creation of the maps,charts and graphs| Zipcode, ggmap packages in R
IMDB User Rating Prediction Model
This project involves classifying user rating data based on movie information, specifically the movie genre in this case.
Project tools: R and Excel used
Transformations
This project explored transformations.
Project tools: R and Excel | plyr, ggplot2 and stringr in R
Distribution
This project investigates the distribution of price per carat, condtional on color
Project tools: R and Excel used
Mapping Earthquakes
Final Project that mapped out earthquakes that occurred over the last 50 years.
Project tools: R and Excel for creation of the maps,charts and graphs| Adobe Illustrator for cleaning up of images
CUDA Test
Just a simple speed test that shows off the advantages of using the GPU.
Project tools:Uses Python, numpy
Database Management Project
This project required us to come up with a business problem, solution, business rules and ERD.