Basics of Chatbots with Machine Learning & Python

Instructor: Packt - Course Instructors

What you'll learn

  •   Define the fundamental concepts of rule-based and self-learning chatbots.
  •   
  •   Explain the architecture of machine learning-based chatbots and the role of the NLTK library.
  •   
  •   Develop chatbots using Python and implement text tokenization, lemmatization, and response generation.
  •   
  •   Differentiate between rule-based and self-learning chatbot mechanisms.
  •   
  • Skills you'll gain

  •   Text Mining
  •   Natural Language Processing
  •   Artificial Intelligence
  •   Data Collection
  •   Python Programming
  •   Applied Machine Learning
  •   Data Processing
  • There are 4 modules in this course

    As you progress, you’ll focus on machine learning-based chatbots, exploring their architecture, features, and the revolutionary impact of ML on customer service, healthcare, and more. You’ll gain practical experience by working with the Natural Language Toolkit (NLTK) to develop rule-based chatbots, covering essential topics such as data input, word tokenization, lemmatization, and response generation. The course also covers advanced concepts like Wikipedia search integration and local search mechanisms, enabling you to build more robust and interactive chatbots. Finally, you will apply everything you’ve learned in a project where you develop a conversational chatbot from scratch. You’ll handle data collection, preprocessing, and response generation using sophisticated techniques like TF-IDF and cosine similarity. By the end, you’ll have a fully functional chatbot and a deep understanding of the principles and practices of chatbot development, positioning you to leverage AI in real-world applications. This course is ideal for software developers, data scientists, and AI enthusiasts who want to build chatbots using machine learning and Python. A basic understanding of Python programming is required, and familiarity with machine learning concepts will be beneficial but not mandatory.

    Overview of Chatbots

    Machine Learning-Based Chatbots

    Project: Conversational Chatbot Development with Machine Learning

    ©2025  ementorhub.com. All rights reserved