NLP - Building your own chatbots using AI

IEM Daily       February 02, 2023   

Build an AI Chatbot using the concepts of Natural Language Processing

Platform: Udemy
Status: Available
Duration: 2.5 Hours

Price: $24.99 $0.00

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What you'll learn

• Fundamentals of chatbot design
• Understanding the concepts of NLP
• Implementation of Rule based chatbot
• Implementation of NLP based self learning bot

Requirements

• No, but a little knowledge in Python would help

Description

Welcome! Anyone interested in learning how to build their own chatbots using natural language processing (NLP) methods should take this course. The fundamentals of NLP and how chatbot creation uses it will be covered.

You will acquire practical experience during the course creating your own chatbot using well-known NLP libraries and frameworks like NLTK. You'll discover how to use intents, entities, and action to train your model.

Additionally, you will discover the various varieties of chatbots, including rule-based, retrieval-based, and generative ones. You will also discover how chatbots are evaluated.

A chatbot is a computer program designed to simulate conversation with human users, especially over the Internet. They can be integrated into various platforms such as websites, mobile apps, messaging apps, and more. They are commonly used for customer service, providing information, or automating repetitive tasks.

Natural Language Processing (NLP) is a subfield of artificial intelligence that focuses on the interaction between computers and humans in natural language. It involves using techniques from computer science, artificial intelligence, and linguistics to process, analyze, and generate human language. NLP tasks include speech recognition, natural language understanding, sentiment analysis, text summarization, machine translation, and more. NLP techniques are used in many applications such as chatbots, virtual assistants, and language translation software.

These are the contents of this course

Fundamentals of Chatbots

Types of chatbots - Rule based, AI based

Fundamentals of NLP

NLP Techniques - Stemming, Lemmatization, Bag of Words, TF-IDF, Cosine Similarity

Rule based chatbots – Implementation

NLP Wordnet – Implementation

NLP Incorporated chatbots – Implementation

Dynamic Web Surfing Chatbots – Implementation

Projects:

1. Building a rule based chatbot

2. Building an NLP based chatbot

3. Building a dynamic web surfing chatbot

Who this course is for:

• Anyone who wants to build his/her own chatbot