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ML-Fusion-Lab / ML-Fusion-Lab-Website

Welcome to ML Fusion Labs! This project aims to provide an interactive platform where users can learn machine learning from scratch, explore projects, and contribute their own machine learning endeavors.
https://ml-fusion-lab.netlify.app
MIT License
60 stars 152 forks source link

feature: Adding "Chatbot Development for Customer Support" Tutorial to the project page #601

Open Palmistry2310 opened 2 days ago

Palmistry2310 commented 2 days ago

here: Screenshot 2024-10-14 211712

Description: This issue is to request the addition of a new tutorial on Chatbot Development for Customer Support to the project page. This tutorial walks through the process of building a simple yet effective chatbot designed to provide automated customer support using natural language processing (NLP) and a conversational framework.

Main Steps:

Introduction to Chatbots: Overview of chatbots and their importance in customer support. Key chatbot types (Rule-based vs. AI-driven). Setup and Environment: Installing Python and setting up required libraries (e.g., nltk, spaCy, rasa, ChatterBot). Creating a virtual environment. Designing the Conversation Flow: Identifying common customer queries and responses. Structuring the conversation flow. Natural Language Processing (NLP): Tokenizing and stemming customer inputs. Understanding intents and entities. Training the bot with predefined intents using NLP libraries like spaCy or rasa. Implementing the Chatbot: Developing a basic rule-based chatbot using ChatterBot. Expanding the chatbot with NLP-based understanding to handle a broader range of customer inputs. Testing and Deployment: Testing chatbot responses. Deploying the chatbot on a website using frameworks like Flask or Django. Escalation to Human Agents: Adding a feature for escalation when the bot cannot answer a query.

Code Example: A full code walkthrough will be provided, showcasing the integration of the chatbot with a web-based interface and customer support APIs.

@vivekv2810 can u please assign this to me under gssoc-ext, hacktoberfest accepted and level label?

vivekvardhan2810 commented 2 days ago

@Palmistry2310 please complete the previous issue Which i have assigned you, After then i will assign this.

Palmistry2310 commented 1 day ago

@vivekvardhan2810 I have completed previous one.

vivekvardhan2810 commented 1 day ago

@Palmistry2310 assigned you.

Make sure to complete it.

vivekvardhan2810 commented 19 hours ago

@Palmistry2310 make sure to create these tutorials without disturbing any other elements.

Since there html contains different divs and tags the css is conflicting and causing these issues.

so do it carefully.