/covidfaqbot

This is an end to end project which include data scientist project for NLP model training and software engineering projects for the front end and api

Primary LanguageJupyter NotebookMIT LicenseMIT

covidfaqbot

This is an end to end project which include data scientist project for NLP model training and software engineering projects for the front end and api.

App Demo

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COVID FAQ Assistant – Project Architecture

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The Trained Covid Topic Specified Text Classification Model can be download from the One Drive:

https://1drv.ms/u/s!Asflam6BEzhjgbMVstKhW6Th2ZHMrg?e=99g37W

Put it into the folder: covidfaqbot/softwareengineering/api/assets/

Techniques used in this project

For Data Augmentation

  1. Back Translation
  2. Synonyms Substitution
  3. Spelling

For Training Model

  1. One Cycle Policy
  2. Progressive Model Training
  3. Transfer Learning
  4. Learning Rate Finding
  5. Mixed Precision or Half Precision