ziqinyeow / depr.ai Public

Notifications You must be signed in to change notification settings
Fork 4
Star 13

Depression web app with text emotion/depression classification and personality/depression test using 4 deep learning models. Demonstrate end-to-end pipeline from training in Python to edge deployment in Typescript

deprai.vercel.app/

13 stars 4 forks Branches Tags Activity

Notifications

Name		Name	Last commit message	Last commit date
Latest commit History 28 Commits
components		components
data		data
lib		lib
pages		pages
public		public
styles		styles
.gitignore		.gitignore
README.md		README.md
next-env.d.ts		next-env.d.ts
next.config.js		next.config.js
package.json		package.json
postcss.config.js		postcss.config.js
tailwind.config.js		tailwind.config.js
tsconfig.json		tsconfig.json
yarn.lock		yarn.lock

Repository files navigation

Depr.ai - Web App

Depression web application with 4 deep learning models integrated that deploy on the edge.

See How To Train the Model - GitHub

Features

Depression Test and Personality Test
Emotion and Depression Detection based on text inputted
Depression Advices and Recommendations Generation

Technology

Web App

Next.js - Full stack React framework
Tailwind - Style
Three.js - JS 3D library
Framer/Spring - Animations
TensorFlow.js/ONNX - Model Predict

Machine Learning

TensorFlow - Exporting production model
PyTorch - Research modelling params
Scikit Learn - Utility modelling package
HuggingFace - Transformer
ONNX - Model Export

About

Depression web app with text emotion/depression classification and personality/depression test using 4 deep learning models. Demonstrate end-to-end pipeline from training in Python to edge deployment in Typescript

deprai.vercel.app/

react nlp machine-learning nextjs webapp depression onnx tailwindcss tensorflowjs depression-detection vercel

Report repository

Releases

No releases published

Packages

No packages published

Languages

TypeScript 98.9%
Other 1.1%