Discover the world of chatbot development with NLP! Join our course to learn the fundamentals of NLP and its role in creating chatbots. Gain hands-on experience building chatbots using popular NLP libraries like NLTK. Explore different types of chatbots, including rule-based, retrieval-based, and generative models. Understand how chatbots are evaluated and their practical applications in customer service, information provision, and task automation.
In this course, you'll cover:
- Fundamentals of Chatbots
- Types of Chatbots - Rule-based and AI-based
- Fundamentals of NLP
- NLP Techniques - Stemming, Lemmatization, Bag of Words, TF-IDF, Cosine Similarity
- Implementation of Rule-based Chatbots
- Implementation of NLP Wordnet
- Implementation of NLP-incorporated Chatbots
- Implementation of Dynamic Web Surfing Chatbots
Projects included:
- Building a Rule-based Chatbot
- Building an NLP-based Chatbot
- Building a Dynamic Web Surfing Chatbot
Join us and gain the skills to create intelligent chatbots using NLP techniques!
Goals
The goals of this course are:
- Understand the fundamentals of chatbots and their different types, including rule-based and AI-based chatbots.
- Gain a solid understanding of Natural Language Processing (NLP) and its techniques, such as stemming, lemmatization, Bag of Words, TF-IDF, and Cosine Similarity.
- Acquire practical experience by implementing rule-based chatbots and incorporating NLP Wordnet.
- Learn to create chatbots that leverage NLP techniques for enhanced language understanding and response generation.
- Explore the implementation of NLP-incorporated chatbots, allowing for more intelligent and context-aware conversations.
- Develop skills in building dynamic web surfing chatbots, enabling them to interact with and retrieve information from the web.
- Engage in hands-on projects to build a rule-based chatbot, an NLP-based chatbot, and a dynamic web surfing chatbot.
- Gain insights into the evaluation process for chatbots and understand how to assess their performance.
By the end of this course, you will have the knowledge and practical skills to design, develop, and evaluate chatbots using NLP techniques, opening up opportunities to create intelligent conversational agents for various applications.
Prerequisites
- No Prerequisites, but a little knowledge in Python would help
