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Chatbots with Keras & NLP: Build & Evaluate · LearnSpace
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Chatbots with Keras & NLP: Build & Evaluate

Курс от EDUCBA
Уровень не указан≈ 8.1 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

Build practical chatbot development skills using Keras, TensorFlow, and Natural Language Processing (NLP). Designed for learners who want hands-on experience creating conversational AI, this course guides you from text preprocessing and feature extraction to neural networks, generative chatbots, and advanced attention mechanisms. You’ll prepare and normalize text data using Bag of Words, Count Vectorizer, stop word removal, stemming, and lemmatization. You’ll compare TF-IDF and Word2Vec, apply machine learning models to classify text, and implement chatbot workflows through hands-on Keras coding. As you progress, you’ll design and train neural networks, develop generative chatbot models, and apply attention mechanisms to sequence models for more accurate, context-based responses. You’ll also train models on large datasets and evaluate chatbot performance to improve response generation. What makes this course distinctive is its progressive, implementation-focused approach, connecting essential NLP techniques with advanced chatbot architectures and evaluation strategies. Enroll to gain the practical skills needed to design, implement, and assess context-aware chatbot systems for real-world applications.

Навыки, которые вы освоите

Natural Language ProcessingData PreprocessingEmbeddingsKeras (Neural Network Library)Artificial Neural NetworksGenerative AIGenerative Model ArchitecturesModel EvaluationMachine Learning AlgorithmsAI WorkflowsData ProcessingText MiningModel TrainingTensorflowDesignApplied Machine LearningSystem Design and Implementation

Программа курса

3 модулей · 43 учебных материалов

01Foundations of Text and Preprocessing16 материалов

Getting Started With Text Projects

Introduction to ProjectВидеоBow ModelВидеоCount VectorizerВидеоGetting Started With Text ProjectsЗадание

Preparing and Cleaning Text Data

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EDUCBA

Преподаватель курса

Chatbots with Keras & NLP: Build & Evaluate
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Обучение откроется на Coursera
в новой вкладке

Обучение на Coursera

≈ 8.1 ч

3 модулей

Язык: Английский

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

Часть программы вашего университета
Text DataВидео
Text Data ContinueВидео
Limit Number of FeaturesВидео
Preparing and Cleaning Text DataЗадание

Mastering Text Normalization

Stop WordsВидеоStemmingВидеоStemming ContinueВидеоLemmatizationВидеоMastering Text NormalizationЗаданиеFrom Raw Text to Ready Data: Building NLP Foundations for ChatbotsDIALOGUEFoundations of Text and Preprocessing – Graded QuizЗаданиеImproving Customer Query Processing for a Chatbot SystemDIALOGUE
02Classical and Neural Approaches13 материалов

From Vectors to Models

ML Model on Text DataВидеоTF-TF-IDF VectorizerВидеоSpacy Word2VecВидеоFrom Vectors to ModelsЗадание

Setting Up and Implementing

RequirementsВидеоHindson ImplementationВидеоHindson Implementation ContinueВидеоSetting Up and ImplementingЗадание

Neural Foundations for Chatbots

Neural NetworksВидеоGenerative Chatbots Part 1ВидеоGenerative Chatbots Part 2ВидеоNeural Foundations for ChatbotsЗаданиеClassical and Neural Approaches – Graded QuizЗадание
03Building Advanced Chatbots14 материалов

Generative Chatbots Deep Dive

Generative Chatbots Part 3ВидеоGenerative Chatbots Part 4ВидеоGenerative Chatbots Part 5ВидеоGenerative Chatbots Deep DiveЗадание

Attention and Context

Attentive Chatbots Part 1ВидеоAttentive Chatbots Part 2ВидеоAttentive Chatbots Part 3ВидеоAttention and ContextЗадание

Beyond Basics – Advanced Chatbots

Advanced ChatbotВидеоAdvanced Chatbot - EvaluationВидеоConclusionВидеоBeyond Basics – Advanced ChatbotsЗаданиеBuilding Advanced Chatbots – Graded QuizЗаданиеBuilding and Evaluating a Context-Aware Chatbot With Keras and TensorFlowDIALOGUE