Intro

This repo contains Jupyter Notebooks to aide in the creation of a pytorch model used to predict diabetes from medical data.

Repo Folders

├── data
├── model
└── notebooks

Quickstart - Open in Jupyter Lab

git clone https://github.com/rh-aiservices-bu/diabetes-pytorch-model.git
cd diabetes-pytorch-model

Open Notebook in Jupyter 00-getting-started.ipynb

Technical TL;DR

Setup Environment

# rhel / centos - install python
sudo yum -y install python3 python3-pip python-devel

# debian / ubuntu - install python
sudo apt -y install python3 python3-pip python-dev

# setup python virtual env
python3 -m venv .venv
. .venv/bin/activate
pip install -U pip

# setup jupyter notebooks env
pip install -r requirements-nb.txt

# setup dependencies
# NOTE: this may take a few minutes
pip install -r requirements.txt

# setup pytorch (cpu)
pip install \
  torch==1.11.0+cpu \
  torchvision==0.12.0+cpu \
  torchaudio==0.11.0+cpu \
  -f https://download.pytorch.org/whl/cpu/torch_stable.html

Start Jupyter Notebook

# start jupypter lab
jupyter-lab

Links

• PyTorch - Get Started
• StackOverflow hdf5 conversion