Inspiration
Many of us are avid reddit users and have often come across this problem ourselves when trying to make a post.
What it does
Takes as input the title and text body of a potential reddit post and displays top 5 recommended subreddits to post to using the ULMFiT deeplearning algorithm.
How we built it
Backend built using django with a react frontend. NLP was done using pytorch with architecture inspired by the FastAi library.
Challenges we ran into
Was not able to fully utilize the dataset as it was too large (1 million+ records). Given this and other constraints relating to training, it was difficult to get the model running in such a short amount of time.
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