Chatbot Using BERT

Objective

The goal of this project is to create a chatbot using the BERT model, fine-tuned on a custom dataset related to empowering women through job creation.

Dataset

The dataset includes question-answer pairs related to women's empowerment and job creation. It can be downloaded here.

Steps

1. Preprocess Data:

   • Clean the text data.
   • Tokenize the text.
   • Prepare input tensors for BERT.

2. Fine-tune the Model:

   • Use the transformers library to fine-tune a BERT model on the dataset.

3. Build an Interface for the Model:

   • Create a simple interface to interact with the chatbot.

Performance Metrics

• Include accuracy, loss, and other relevant metrics from the training and validation process.

Examples

• Provide examples of conversations with the chatbot.

Access the Chatbot

• (Optional) Provide a link to access the chatbot online.