Alzheimers-Classification

Machine Learning - Final Project [S2023]

Contributions from:

Jackson Shelby

Josh Scherer

Michelle Wang

Alex Zhang

File Structure

Alzheimers-Classification (this repository)
+-- project-checkpoint
|   +-- Neural_Network_Guided_Practice.ipynb
|   +-- Images_For_Checkpoint
|   |   +-- table_queries
+-- model
...

data (Not inside this repository)
+-- AugmentedAlzheimerDataset
|   +-- MildDemented
|   +-- ModerateDemented
|   +-- NonDemented
|   +-- VeryMildDemented
+-- OriginalDataset
|   +-- MildDemented
|   +-- ModerateDemented
|   +-- NonDemented
|   +-- VeryMildDemented

pickles (Also not inside this repository)

Important Notes

• We did not include the data directory inside of the repository to avoid file size issues with GitHub
• Services such as AWS may be used to avoid local storage if desired, but is not required

Instructions for Obtaining Data

• Go to https://www.kaggle.com/datasets/uraninjo/augmented-alzheimer-mri-dataset
• Download the dataset. It should be in a zip file called archive.zip
• Extract all files into a sibling directory from this repository called data

Models

All ML models and analysis can be found under the models directory

Each model used has a sub-directory within models where this analysis is conducted

It is important to note that all files are Notebooks, and are intended to hold results (and, therefore, not necessarily intended to be re-run)

Data Exploration

All data exploration is conducted under the data-exploration directory

Here, we explore our dataset and reach key conclusions that will be used when creating our ML models