Packt
Basics of Chatbots with Machine Learning & Python
Packt

Basics of Chatbots with Machine Learning & Python

Included with Coursera Plus

Gain insight into a topic and learn the fundamentals.
Intermediate level

Recommended experience

4 hours to complete
3 weeks at 1 hour a week
Flexible schedule
Learn at your own pace
Gain insight into a topic and learn the fundamentals.
Intermediate level

Recommended experience

4 hours to complete
3 weeks at 1 hour a week
Flexible schedule
Learn at your own pace

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.

Details to know

Shareable certificate

Add to your LinkedIn profile

Recently updated!

October 2024

Assessments

3 assignments

Taught in English

See how employees at top companies are mastering in-demand skills

Placeholder
Placeholder

Earn a career certificate

Add this credential to your LinkedIn profile, resume, or CV

Share it on social media and in your performance review

Placeholder

There are 4 modules in this course

In this module, we will introduce the course, outlining the instructor’s credentials and AI Sciences' expertise. We’ll also provide a brief overview of the course structure and delve into key chatbot technologies, including machine learning-based and conversational chatbots.

What's included

5 videos1 reading

In this module, we will explore the origins of chatbots, their advancements, and their modern-day uses. You'll learn how chatbots differ from virtual and personal assistants, and investigate the various types, benefits, and challenges associated with them.

What's included

13 videos1 assignment

In this module, we will dive into machine learning-powered chatbots, covering their architecture and the critical role of the Natural Language Toolkit (NLTK) in development. You'll gain hands-on experience building a rule-based chatbot, learning about various ML features that enhance chatbot performance.

What's included

16 videos

In this module, we will guide you through a complete project, where you’ll develop a conversational chatbot using the NLTK library. From gathering data to creating intelligent responses, you’ll build and test a fully functioning chatbot capable of engaging users in conversation.

What's included

10 videos2 assignments

Instructor

Packt - Course Instructors
Packt
371 Courses8,562 learners

Offered by

Packt

Recommended if you're interested in Machine Learning

Why people choose Coursera for their career

Felipe M.
Learner since 2018
"To be able to take courses at my own pace and rhythm has been an amazing experience. I can learn whenever it fits my schedule and mood."
Jennifer J.
Learner since 2020
"I directly applied the concepts and skills I learned from my courses to an exciting new project at work."
Larry W.
Learner since 2021
"When I need courses on topics that my university doesn't offer, Coursera is one of the best places to go."
Chaitanya A.
"Learning isn't just about being better at your job: it's so much more than that. Coursera allows me to learn without limits."

New to Machine Learning? Start here.

Placeholder

Open new doors with Coursera Plus

Unlimited access to 7,000+ world-class courses, hands-on projects, and job-ready certificate programs - all included in your subscription

Advance your career with an online degree

Earn a degree from world-class universities - 100% online

Join over 3,400 global companies that choose Coursera for Business

Upskill your employees to excel in the digital economy

Frequently asked questions