RAG-Based Chatbot

June 2, 2024

This is an interactive article introducing my chatbot avalable at siaschatbot.streamlit.app.

In order to be able to use the chatbot, you must have a valid openAI API key. To get an opanAI API key, follow this link.
After setting up your API key, simply insert it in the box. Afterward, insert the website URL you want to chat with.

As shown, I propose using recurrent neural networks (RNNs) instead of convolutional neural networks (CNNs). Because the wireless network information are all based on time. As a result, the dataset is time series. RNNs are known to perform great when the input space (state space in DRL jargon) is time series. And for the RNN architecture I recommend using one long short-term memory (LSTM) layer as the first hidden layer. I made a comparison between RNN and CNN networks and the results are impressive. As shown, the RNN is working 15% better than CNN even though the number of parameters used for the RNN network is less than CNN.

Conclusion

To be ..