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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

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ziqinyeow/depr.ai

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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

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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

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