BotWise

Building Conversational AI for Messenger Hackathon at Facebook

  1. Idea

    1. Appeal that it is an idea that everyone would love. Everyone has a situation that whether or not they should send some risky message or not.
  2. Technology used

    1. BERT(Bidirectional Transformer) Model
    2. Binary Sentiment Classification
  3. Scalability

    1. Train and test with other dataset that has multiple sentiment
    2. Market demand
  4. Future improvement

    • Train with other dataset that has multiple sentiment
    • Improve to implement a real chatbot

To get the model check point file, you can either

  • Run Sentiment_Analysis/Transformers for Sentiment Analysis.ipynb (Recommended to run it on GPU environment)
  • Download Bert-model.pt and place it in your working directory, and set path="./Bert-model.pt" to fit model_loader function.