karthikayan4u/Simplified-ULMFIT-for-Twitter-Airlines-Sentiment-Classification

A Supervised ULMFiT model on Twitter US Airlines Sentiment Challenge.

Simplified ULMFIT for Twitter Airlines Sentiment Classification

A Supervised ULMFiT model to Twitter US Airlines Sentiment.

This is a repository created purely with my understandings on ULMFIT by executing it on Twitter Airlines Sentiment hosted at kaggle.

Note: I have not included weights.You can just run and it just takes few minutes to train and predict. I recommend you to tweak the hyparameters to get even more results.

• This Repository is primarily inspired from this github repository.
• "Universal Language Model Fine-tuning for Text Classification"
• "A Comparison of Pre-processing Techniques for Twitter Sentiment Analysis"
• "A disciplined approach to neural network hyper-parameters: Part 1 -- learning rate, batch size, momentum, and weight decay"