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Deep Learning-Based Chatbot Architecture and Development: Vectorizing Train and Test Data

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Packt

Chatbots for Beginners: A Complete Guide to Build Chatbots

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Embark on a journey to master chatbot development with this detailed course designed for beginners. Starting with an introduction to chatbots, you鈥檒l 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鈥檒l 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'll Learn

Chatbot, Deep Learning, Amazon Lambda, Amazon Lex, Machine Learning

From the lesson

Advanced Chatbots with Deep Learning and Python

In this module, we will explore the advanced concepts of chatbot development using deep learning. You will learn the differences between conventional and AI chatbots, as well as the distinctions between generative and retrieval chatbots. We will discuss the benefits of deep learning chatbots in fields such as medicine, business, and e-commerce. This module will also guide you through the architecture and development of deep learning-based chatbots, including steps for data preparation, vocabulary development, and model training. By the end of this module, you will have the skills to build and test a sophisticated deep learning chatbot using Python.

Fundamentals of Chatbots for Deep Learning: Module Introduction4:10

Fundamentals of Chatbots for Deep Learning: Conventional Versus AI Chatbots5:51

Fundamentals of Chatbots for Deep Learning: Generative Versus Retrieval Chatbots4:09

Fundamentals of Chatbots for Deep Learning: Benefits of Deep Learning Chatbots4:33

Fundamentals of Chatbots for Deep Learning: Chatbots in the Medical Domain4:38

Fundamentals of Chatbots for Deep Learning: Chatbots in Business4:39

Fundamentals of Chatbots for Deep Learning: Chatbots in Ecommerce2:53

Deep Learning-Based Chatbot Architecture and Development: Module Introduction2:55

Deep Learning-Based Chatbot Architecture and Development: Deep Learning Architecture2:21

Deep Learning-Based Chatbot Architecture and Development: Encoder Decoder1:46

Deep Learning-Based Chatbot Architecture and Development: Steps Involved1:59

Deep Learning-Based Chatbot Architecture and Development: Project Overview and Packages3:52

Deep Learning-Based Chatbot Architecture and Development: Importing Libraries5:22

Deep Learning-Based Chatbot Architecture and Development: Data Preparation6:45

Deep Learning-Based Chatbot Architecture and Development: Develop Vocabulary5:11

Deep Learning-Based Chatbot Architecture and Development: Max Story and Question Length3:49

Deep Learning-Based Chatbot Architecture and Development: Tokenizer3:00

Deep Learning-Based Chatbot Architecture and Development: Separation and Sequence5:09

Deep Learning-Based Chatbot Architecture and Development: Vectorize Stories9:38

Deep Learning-Based Chatbot Architecture and Development: Vectorizing Train and Test Data5:46

Deep Learning-Based Chatbot Architecture and Development: Encoding6:52

Deep Learning-Based Chatbot Architecture and Development: Answer and Response5:42

Deep Learning-Based Chatbot Architecture and Development: Model Completion5:05

Deep Learning-Based Chatbot Architecture and Development: Predictions4:29

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