Tags recommender system for the community forums. Works for forums like Stack Overflow, Stack Exchange, Discourse, Codechef etc.,.
- Architecture and Project Planning - Saad Ahmad and Somya Goswami
- Deep Learning SME - Somya Goswami
- Active Learning - Saad Ahmad
- Tag Recommender with TF-IDF with Neural Networks - Hui Wen
- Tag Recommender integration with Active Learning loop, Streamlit Deployment and AWS migration - Sai Likhith
I was intrigued going through this amazing article on building a multi-label image classification model last week. The data scientist enthusiast in me started exploring possibilities of transforming this idea into a Natural Language Processing (NLP) problem.
Most of the NLP tutorials are dealing with idea of single-label classification challenges. But community forum posts are not one-dimensional. One post can span several tags.
In the above scenerio, three tags are used for classification. Now THAT is a challenge, I would love to take up and embrace as a data scientist enthusiast.
I extracted a bunch of tags and topics from Stack Exchange, Stack Overflow and got down to work using this concept of multi-label classification.
And the results, even using a simple model, are truly impressive.