Problems with the existing approach
In this section, we will discuss the problems with the basic version of our chatbot. As we already know, for unseen queries this approach doesn't work, which means that the basic approach is not able to generalize the user's questions properly.
I have listed down some of the problems here:
Time consuming because we need to hardcode each and every scenario, which is not feasible at all
It cannot work for unseen use cases
The user should process the rigid flow of conversation
It cannot understand the long context
Most of these problems can be solved using the generative-based approach. Let's look at the key concepts that will help us improvise this approach.
Understanding key concepts for optimizing the approach
In this section, we will be discussing the key concepts that can help us improvise the chatbot basic version. The problems that we have listed down previously can be solved by using Deep Learning (DL) techniques, which can help us build a more generalized...
