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
COVID FAQ Assistant – Project Architecture
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
- Back Translation
- Synonyms Substitution
- Spelling
For Training Model
- One Cycle Policy
- Progressive Model Training
- Transfer Learning
- Learning Rate Finding
- Mixed Precision or Half Precision