https://github.com/sa-y-an/retro
Stress Detection Webapp
https://github.com/sa-y-an/retro
deep-learning django machine-learning python tensorflow
Last synced: 2 months ago
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Stress Detection Webapp
- Host: GitHub
- URL: https://github.com/sa-y-an/retro
- Owner: sa-y-an
- License: bsd-2-clause
- Created: 2021-10-09T11:57:08.000Z (over 4 years ago)
- Default Branch: main
- Last Pushed: 2022-12-07T20:57:02.000Z (over 3 years ago)
- Last Synced: 2025-03-26T16:13:15.816Z (over 1 year ago)
- Topics: deep-learning, django, machine-learning, python, tensorflow
- Language: Jupyter Notebook
- Homepage: https://retro-production.up.railway.app/
- Size: 1.9 MB
- Stars: 2
- Watchers: 1
- Forks: 1
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
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README
# Stress Detection
Do you know 77 percent of people experience stress that affects their physical health. 73 percent of people have stress that impacts their mental health. If left unchecked this can have severe consequences.
What if you could monitor your stress from the comfort of your home ?
## Stress detection using physiological data.
- I have trained a deep learning model on the multimodal WESAD Dataset. ( Details in the `train_dir` folder )
- Then I deployed the model to a webapp using Django.
- Thus the users upload their phsyiological data to the Webapp, and django leverages the classifier model to classify their data between
1. Stress
2. Amusement
3. Neutral
## The Architecture is shown below -
## Tech Stack Used
- Django, Html/CSS
- Tensorflow, numpy, pandas, sklearn, etc.
# Setup
- After cloning the repo, create a virtual-environment
- Create a `config.json` file corrosponding to dummy.json in the `stress_detection` folder.
```python
pip install -r requirements.txt
python local.py migrate
python local.py runserver
```
> PS : I use local.py in local environment to maintain a smooth flow, refer to my stackoverflow answer here - https://stackoverflow.com/questions/68766668/django-best-practice-for-running-switching-dev-debug-product-mode/68766902#68766902
> PPS: replace manage.py with local.py to get away from heroku