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Advanced Chatbots with Deep Learning and Python · LearnSpace
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Advanced Chatbots with Deep Learning and Python

Курс от Packt
Продвинутый≈ 3.9 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

Updated in May 2025. This course now features Coursera Coach! 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. This course is designed to equip learners with the knowledge and skills required to develop advanced chatbots using deep learning and Python. The initial modules provide an overview of chatbots, their evolution, and the benefits of incorporating AI into chatbot development. Learners will gain an understanding of the fundamental differences between conventional chatbots and those powered by deep learning, including generative and retrieval models. As the course progresses, you will delve into the architecture and development of deep learning-based chatbots. Through hands-on modules, you will explore the entire process, from understanding the architecture of encoders and decoders to practical implementations. By working through real-world examples, you will learn to set up environments, import necessary libraries, and prepare data for chatbot training and testing. Each step is clearly outlined to ensure a smooth learning experience. Towards the end, you will focus on building a fully functional chatbot, integrating it with deep learning models, and testing its capabilities. The course concludes with a series of projects that help you consolidate your learning by applying the concepts in various domains such as healthcare, business, and e-commerce. By the end of this journey, you will have developed the proficiency to create robust chatbots that can be deployed in diverse applications. This course is ideal for developers, data scientists, and AI enthusiasts who are interested in building intelligent chatbots. A basic understanding of Python programming and machine learning is recommended to get the most out of this course.

Навыки, которые вы освоите

Keras (Neural Network Library)Deep LearningModel TrainingTensorflowModel OptimizationData PreprocessingArtificial Intelligence and Machine Learning (AI/ML)Generative Model ArchitecturesPython ProgrammingNatural Language Processing

Программа курса

3 модулей · 32 учебных материалов

01Introduction4 материалов

Introduction

Course and Instructor IntroductionВидеоFull Course ResourcesЧтениеAI Sciences IntroductionВидеоCourse DescriptionВидео
02Fundamentals of Chatbots for Deep Learning7 материалов

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Packt - Course Instructors

Преподаватель курса

Advanced Chatbots with Deep Learning and Python
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Обучение на Coursera

≈ 3.9 ч

3 модулей

Язык: Английский

Субтитры: Арабский, Французский, Итальянский, Бразильский португальский, Корейский, Немецкий, Испанский, Японский, Венгерский

Часть программы вашего университета

Fundamentals of Chatbots for Deep Learning

Module IntroductionВидеоConventional Versus AI ChatbotsВидеоGenerative Versus Retrieval ChatbotsВидеоBenefits of Deep Learning ChatbotsВидеоChatbots in Medical DomainВидеоChatbots in BusinessВидеоChatbots in EcommerceВидео
03Deep Learning-Based Chatbot Architecture and Development21 материалов

Deep Learning-Based Chatbot Architecture and Development

Module IntroductionВидеоDeep Learning ArchitectureВидеоEncoder DecoderВидеоSteps InvolvedВидеоProject Overview and PackagesВидеоImporting LibrariesВидеоData PreparationВидеоDevelop VocabularyВидеоMax Story and Question LengthВидеоTokenizerВидеоSeparation and SequenceВидеоVectorize StoriesВидеоVectorizing Train and Test DataВидеоEncodingВидеоAnswer and ResponseВидеоModel CompletionВидеоPredictionsВидеоComparing Chatbot Types and Their FeaturesDIALOGUEDeep Learning-Based Chatbot Architecture and Development - AssessmentЗаданиеFull Course Practice AssessmentЗаданиеFull Course AssessmentЗадание