imonban / Residency_AI

An Automated NLP Tool to Rank Applications for Diagnostic Radiology Residency: Utility for Understanding Elements Associated with Selection for Interview

• Instruction Navigation
  • Publication
  • Web System Application
  • Late Fusion Arquitecture and Experiment Results
  • Installation
  • Download Models
  • Demo App
  • Contributors

Publication

This is the code repository for the paper: An Automated NLP Tool to Rank Applications for Diagnostic Radiology Residency: Utility for Understanding Elements Associated with Selection for Interview

Web System Application

We developed a web system application for users to test our proposed pipilne for ranking Applications for Diagnostic Radiology Residency. An example of our Web System is illustraded bellow:

Late Fusion Arquitecture and Experiment Results

Installation

We recommend using a virtual environment

If you do not already have conda installed, you can install Miniconda from this link (~450Mb). Then, check that conda is up to date:

conda update -n base -c defaults conda

And create a fresh conda environment (~220Mb):

conda create python=3.8 --name=nlp_ranking

If not already activated, activate the new conda environment using:

conda activate nlp_ranking

Then install the following packages (~3Gb):

conda install pytorch cudatoolkit=10.2 -c pytorch

conda install pytorch torchvision torchaudio -c pytorch

Install Other Dependencies with pip:

pip3 install -r requirements.txt

Mac Users - Install libomp 11.0

wget https://raw.githubusercontent.com/chenrui333/homebrew-core/0094d1513ce9e2e85e07443b8b5930ad298aad91/Formula/libomp.rb

brew unlink libomp

brew install --build-from-source ./libomp.rb

Check that version 11.1 is installed

brew list --version libomp

Download Models

python3 app/src/download_models.py

Demo app

A minimal demo app is provided for you to play with the classification model!

You can easily run your app in your default browser by running:

cd src
python3 app.py >/dev/null 2>&1

Contributors

Ms. Thiago Santos

Rishav Dhar

Dr. Amara Tariq

Dr. Imon Banerjee