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Chatbots for Beginners: A Complete Guide to Build Chatbots
  • Level Intermediate
  • Duration 9 hours
  • Course by Packt
  • Offered by

About

A smarter way to learn with interactive, real-time conversations that help you test your knowledge, challenge assumptions, and deepen your understanding as you progress through the course.

Embark on a journey to master chatbot development with this detailed course designed for beginners. Starting with an introduction to chatbots, you’ll learn their history, applications, and benefits. Understand the differences between rule-based and self-learning chatbots, and explore their mechanisms and challenges.

Dive into machine learning-based chatbots, exploring the Natural Language Toolkit (NLTK) and developing a rule-based chatbot. Progress to advanced concepts with deep learning, including generative and retrieval chatbots. Develop chatbots using TensorFlow, Keras, and other powerful tools.

The course also covers chatbot development with Amazon Lex, guiding you through creating, integrating, and deploying chatbots using AWS services. Learn to connect chatbots with Lambda, Twilio, and other platforms to enhance functionality and user experience.

By the end of this course, you’ll have the expertise to build sophisticated chatbots, ready to implement in various industries and applications.

This course is perfect for beginners, software developers, and tech enthusiasts interested in learning how to build intelligent chatbots. No prior experience in chatbot development is necessary.

Skills you learn

Modules

Introduction

    • 7 Videos
    • 1 Readings
Show info about module content

7 Videos

  • Course Introduction
  • Instructor Introduction
  • AI Sciences Introduction
  • Course Description
  • Machine Learning-Based Chatbots
  • Deep Learning-Based Chatbots
  • Chatbots with Amazon Lex

1 Readings

  • Full Course Resources

Basics of Chatbots with Machine Learning and Python

    • 39 Videos
    • 1 Plugin
Show info about module content

39 Videos

  • Overview of Chatbots: Module Overview
  • Overview of Chatbots: History of Chatbots
  • Overview of Chatbots: Applications of Chatbots
  • Overview of Chatbots: Chatbots Versus Virtual Assistants Versus Personal Assistants
  • Overview of Chatbots: Benefits of Chatbots
  • Overview of Chatbots: Why Should Companies Pick Chatbots
  • Overview of Chatbots: Chatbot Types
  • Overview of Chatbots: Rule-Based Chatbots
  • Overview of Chatbots: Self-Learning Chatbots
  • Overview of Chatbots: Mechanism of Chatbots
  • Overview of Chatbots: Challenges of Chatbots
  • Overview of Chatbots: Quiz
  • Overview of Chatbots: Quiz Solution
  • Machine Learning-Based Chatbots: Module Introduction
  • Machine Learning-Based Chatbots: Module Overview
  • Machine Learning-Based Chatbots: Architecture of ML Chatbots
  • Machine Learning-Based Chatbots: ML-Enabled Features
  • Machine Learning-Based Chatbots: Revolution with ML
  • Machine Learning-Based Chatbots: NLTK Features
  • Machine Learning-Based Chatbots: Rule-Based Chatbots
  • Machine Learning-Based Chatbots: Package Installation
  • Machine Learning-Based Chatbots: Data Input
  • Machine Learning-Based Chatbots: Word Tokens and Remove ASCII
  • Machine Learning-Based Chatbots: Remove Tags and Lemmatize
  • Machine Learning-Based Chatbots: Chatbot Greets
  • Machine Learning-Based Chatbots: Response Generation
  • Machine Learning-Based Chatbots: Wiki Search
  • Machine Learning-Based Chatbots: Developing Results
  • Machine Learning-Based Chatbots: Local Search and Wikipedia Search
  • Project: Conversational Chatbot Development with Machine Learning: Module Introduction
  • Project: Conversational Chatbot Development with Machine Learning: Project Overview and Packages
  • Project: Conversational Chatbot Development with Machine Learning: Getting the Data
  • Project: Conversational Chatbot Development with Machine Learning: Elimination
  • Project: Conversational Chatbot Development with Machine Learning: Tokenization
  • Project: Conversational Chatbot Development with Machine Learning: Lemmatization and Processed Text
  • Project: Conversational Chatbot Development with Machine Learning: Greeting Function
  • Project: Conversational Chatbot Development with Machine Learning: Generate Response
  • Project: Conversational Chatbot Development with Machine Learning: Bot Finishing
  • Project: Conversational Chatbot Development with Machine Learning: Testing the Bot

Advanced Chatbots with Deep Learning and Python

    • 24 Videos
    • 1 Plugin
Show info about module content

24 Videos

  • Fundamentals of Chatbots for Deep Learning: Module Introduction
  • Fundamentals of Chatbots for Deep Learning: Conventional Versus AI Chatbots
  • Fundamentals of Chatbots for Deep Learning: Generative Versus Retrieval Chatbots
  • Fundamentals of Chatbots for Deep Learning: Benefits of Deep Learning Chatbots
  • Fundamentals of Chatbots for Deep Learning: Chatbots in the Medical Domain
  • Fundamentals of Chatbots for Deep Learning: Chatbots in Business
  • Fundamentals of Chatbots for Deep Learning: Chatbots in Ecommerce
  • Deep Learning-Based Chatbot Architecture and Development: Module Introduction
  • Deep Learning-Based Chatbot Architecture and Development: Deep Learning Architecture
  • Deep Learning-Based Chatbot Architecture and Development: Encoder Decoder
  • Deep Learning-Based Chatbot Architecture and Development: Steps Involved
  • Deep Learning-Based Chatbot Architecture and Development: Project Overview and Packages
  • Deep Learning-Based Chatbot Architecture and Development: Importing Libraries
  • Deep Learning-Based Chatbot Architecture and Development: Data Preparation
  • Deep Learning-Based Chatbot Architecture and Development: Develop Vocabulary
  • Deep Learning-Based Chatbot Architecture and Development: Max Story and Question Length
  • Deep Learning-Based Chatbot Architecture and Development: Tokenizer
  • Deep Learning-Based Chatbot Architecture and Development: Separation and Sequence
  • Deep Learning-Based Chatbot Architecture and Development: Vectorize Stories
  • Deep Learning-Based Chatbot Architecture and Development: Vectorizing Train and Test Data
  • Deep Learning-Based Chatbot Architecture and Development: Encoding
  • Deep Learning-Based Chatbot Architecture and Development: Answer and Response
  • Deep Learning-Based Chatbot Architecture and Development: Model Completion
  • Deep Learning-Based Chatbot Architecture and Development: Predictions

Chatbots Development with Amazon Lex

    • 31 Videos
    • 2 Assignment
Show info about module content

2 Assignment

  • Full Course Practice Assessment
  • Full Course Assessment

31 Videos

  • Fundamentals of AWS for Chatbots: Module Overview
  • Fundamentals of AWS for Chatbots: Overview of AWS
  • Fundamentals of AWS for Chatbots: Services of AWS
  • Fundamentals of AWS for Chatbots: Salient Features of AWS
  • Fundamentals of AWS for Chatbots: Lex Bot Overview
  • Fundamentals of AWS for Chatbots: Benefits of Amazon Lex
  • Fundamentals of AWS for Chatbots: Framework of Lex
  • Chatbot Development with AWS Lex and AWS Lambda: Module Overview
  • Chatbot Development with AWS Lex and AWS Lambda: Chatbot Steps
  • Chatbot Development with AWS Lex and AWS Lambda: AWS Lambda Steps
  • Chatbot Development with AWS Lex and AWS Lambda: Twilio and Website
  • Chatbot Development with AWS Lex and AWS Lambda: Response Cards
  • Chatbot Development with AWS Lex and AWS Lambda: Start Developing Chatbot
  • Chatbot Development with AWS Lex and AWS Lambda: Intent Utterance and Slot
  • Chatbot Development with AWS Lex and AWS Lambda: Making Utterances
  • Chatbot Development with AWS Lex and AWS Lambda: Generic Utterance with Slots
  • Chatbot Development with AWS Lex and AWS Lambda: Adding Custom Slots
  • Chatbot Development with AWS Lex and AWS Lambda: Build and Test
  • Chatbot Development with AWS Lex and AWS Lambda: Visual Builder
  • Chatbot Development with AWS Lex and AWS Lambda: Lambda Introduction
  • Chatbot Development with AWS Lex and AWS Lambda: Interconnection
  • Chatbot Development with AWS Lex and AWS Lambda: Starting Lambda Code
  • Chatbot Development with AWS Lex and AWS Lambda: Session state Dialog Hook and Dialog Action
  • Chatbot Development with AWS Lex and AWS Lambda: Completing Lambda Function
  • Chatbot Development with AWS Lex and AWS Lambda: Testing our Chatbot
  • Chatbot Development with AWS Lex and AWS Lambda: Chatbot Deployment on WhatsApp with Twilio
  • Chatbot Development with AWS Lex and AWS Lambda: Integration with Boto
  • Chatbot Development with AWS Lex and AWS Lambda: Responses with Boto
  • Chatbot Development with AWS Lex and AWS Lambda: Chatbot on Website
  • Chatbot Development with AWS Lex and AWS Lambda: Response Cards for User Experience
  • Chatbot Development with AWS Lex and AWS Lambda: Complete Chatbot with Response Cards
Packt - Course Instructors
Instructor

Packt - Course Instructors