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Chatbot Developers Need To Know — A Study | by Jinraj Jain | Aug, 2021 | Medium

5Aug

By Jinraj JainNo Comments

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Chatbot Developers Need To Know — A Study | by Jinraj Jain | Aug, 2021 | Medium

How many of you guys have heard about this term?Do you agree that earlier the culture was just meant to be about religion?But, as time passes, things are changing. There is a development in the human lifestyle as humans evolving, it can be about anything, including art, devotion, politics, economics, psychology, and so on.A study has been going on for a long time, but to better comprehend, it is a scientific study of humanity, concerned with human behavior, human biology, cultures, and societies. There are four major areas to consider in it:Archaeological — Which is a study of human activities through the investigation of physical evidence.Biological — This is focused on the study of human and non-human evolution. How different climates or temperatures, affect human evolution in different ...

Automatic Utterances Clustering for Chatbots | by Jinraj Jain

27May

By Jinraj JainNo Comments

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Automatic Utterances Clustering for Chatbots | by Jinraj Jain

A custom python model which automatically clean up the utterances and generate the possible clusters and slots, making it easier for you in merging those clusters together to form as many intents as you need to feed a chatbot?To build a chatbot, I feel that the high-level steps we usually take are the following.Collect Utterances and Cleanup — This includes removing unwanted utterances, email ids, numeric and special charactersCreate Intents — Analyse the utterances and start clustering the related utterances together to form intents.Create Slots — Identify associated words in the utterances to form slots/entities.Select NLP — The core component that interprets the user's utterance and converts that language to structured inputs (Intents and Slots) the system can process. The top NLPs avai...

Concierge Bot: Handle Multiple Chatbots from One Chat Screen | by Jinraj Jain | Mar, 2021

22Mar

By Jinraj JainNo Comments

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Concierge Bot: Handle Multiple Chatbots from One Chat Screen | by Jinraj Jain | Mar, 2021

We have a range of platforms and methods for developing chatbots. Each chatbot has its own personality. It all depends on who the users are and how they use it.At a high level, any chatbot would fall under one of the below typesRule-Based Chatbots: They are guided chatbots where the bot guides the user by prompting options for selection until the final response.Smart Chatbots: They understand the context and emotions of user queries and respond accordingly.Hybrid Chatbots: It involves both rule-based and intelligence-based approaches to better understand and meet user needs.Img1 — A standard chatbot structureA standard chatbot would require an NLP, backend code to generate responses, and an optional live support executive if the bot is unable to recognize.An NLP is required to understand t...