ziqinyeow / depr.ai

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

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

1. Depression Test and Personality Test
2. Emotion and Depression Detection based on text inputted
3. Depression Advices and Recommendations Generation

Technology

Web App

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

Machine Learning

1. TensorFlow - Exporting production model
2. PyTorch - Research modelling params
3. Scikit Learn - Utility modelling package
4. HuggingFace - Transformer
5. ONNX - Model Export