NLP - Building your own chatbots

Goals

What will you learn in this course:

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

What are the prerequisites for this course?

• No Prerequisites, but a little knowledge in Python would help