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Basics of Chatbots with Machine Learning & Python
Basics of Chatbots with Machine Learning & Python

Basics of Chatbots with Machine Learning & Python: Let's explore chatbots and develop conversational chatbots with machine learning

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Video Feb 2023 3hrs 3mins 1st Edition
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Mex$179.99 Mex$2256.99
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Free Trial
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Profile Icon AI Sciences
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Free Trial
Video Feb 2023 3hrs 3mins 1st Edition
Video
Mex$179.99 Mex$2256.99
Subscription
Free Trial
Video
Mex$179.99 Mex$2256.99
Subscription
Free Trial

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Key benefits

  • Learn chatbot basics, rule- and self-learning chatbots, and chatbot machine-learning architecture
  • Explore machine learning technology’s impact on chatbots and Natural Language Toolkit (NLTK)
  • Implement hands-on term/inverse document-frequency, chatbot testing/training with machine learning

Description

Chatbots are software applications used for online chat conversations through text or text-to-speech instead of providing direct contact with a live human agent. Chatbots are used in dialog systems for various purposes, including customer service, request routing, or information gathering. This course begins with a brief overview of chatbots, their need, and the types of chatbots. We will explore rule-based versus self-learning chatbots. We will understand the working mechanism of chatbots. We will explore machine learning-based chatbots and understand the ML-based architecture of chatbots. You will learn about the purpose of ML-based chatbots and their impact. We will get an overview of the Natural Language Toolkit (NLTK). You will learn to install packages and create a corpus with Python. We will delve into text preprocessing and helper function deployment, generate responses, and implement term-frequency times inverse document-frequency. We will train and test rule-based chatbots and finally work on a project developing an artificial intelligence question-answer chatbot using NLTK. Upon course completion, you will be able to relate the concepts and theories for chatbots in various domains, understand and implement machine learning models for building real-time chatbots, and evaluate machine learning models in chatbots. All resources are available at: https://github.com/PacktPublishing/Basics-of-Chatbots-with-Machine-Learning-Python

Who is this book for?

This course delivers content to people wishing to advance their skills in applied machine learning, master data analysis with machine learning, build customized chatbots for their applications, and implement machine learning algorithms for chatbots. This course is for you if you are passionate about rule-based and conversational chatbots. Machine learning practitioners, research scholars, and data scientists can benefit from the course. No prior knowledge of chatbots, or machine learning, is needed. You will need to know basic to intermediate Python coding, which is not taught separately in the course.

What you will learn

  • Learn about chatbot types, rule-based and self-learning chatbots
  • Learn text preprocessing and develop helper functions with Python
  • Explore the impact and overview of the Natural Language Toolkit
  • Gain hands-on practice, generate text in Python to develop chatbots
  • Explore testing and training of chatbot with machine learning
  • Implement term-frequency times inverse document-frequency hands-on

Product Details

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Publication date, Length, Edition, Language, ISBN-13
Publication date : Feb 24, 2023
Length: 3hrs 3mins
Edition : 1st
Language : English
ISBN-13 : 9781837635092
Category :
Languages :
Concepts :
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What do you get with a Packt Subscription?

Free for first 7 days. $19.99 p/m after that. Cancel any time!
Product feature icon Unlimited ad-free access to the largest independent learning library in tech. Access this title and thousands more!
Product feature icon 50+ new titles added per month, including many first-to-market concepts and exclusive early access to books as they are being written.
Product feature icon Innovative learning tools, including AI book assistants, code context explainers, and text-to-speech.
Product feature icon Thousands of reference materials covering every tech concept you need to stay up to date.
Subscribe now
View plans & pricing

Product Details

Publication date : Feb 24, 2023
Length: 3hrs 3mins
Edition : 1st
Language : English
ISBN-13 : 9781837635092
Category :
Languages :
Concepts :
Tools :

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Table of Contents

4 Chapters
Introduction Chevron down icon Chevron up icon
Overview of Chatbots Chevron down icon Chevron up icon
Machine Learning-Based Chatbots Chevron down icon Chevron up icon
Project: Conversational Chatbot Development with Machine Learning Chevron down icon Chevron up icon
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