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Digital Marketing Tools: Machine Learning and AI · LearnSpace
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Digital Marketing Tools: Machine Learning and AI

Курс от University of Maryland, College Park
Начальный≈ 4.4 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

In this course, you will delve into the transformative impact of machine learning and big data AI on digital marketing. Explore powerful tools and techniques that enable businesses to automate decision-making, predict customer behavior, and optimize marketing efforts in real time. Through an in-depth study of machine learning methods, neural networks, and big data applications, you will gain the skills to evaluate the performance of machine learning algorithms and leverage AI-driven insights to enhance digital marketing strategies. The course is divided into two comprehensive modules. The first module, Machine Learning, focuses on methods of machine learning, performance evaluation, and method configuration. The second module, Big Data and Artificial Intelligence, covers topics such as Big Data AI, Hadoop & Deep Learning, and Neural Networks. By the end of the course, you will be equipped to describe the paradigm shift in machine learning methods, understand the expanding applications of big data to neural networks, and evaluate the effectiveness of machine learning algorithms to drive growth and innovation in digital marketing.

Навыки, которые вы освоите

Applied Machine LearningDeep LearningMachine LearningModel EvaluationAI PersonalizationBig DataMachine Learning MethodsMarketing AutomationArtificial Neural NetworksMarketing AnalyticsMarketingMarketing StrategiesDigital Marketing ToolsPersonalized CampaignsData-Driven MarketingCustomer AnalysisCustomer InsightsApache HadoopDigital MarketingMachine Learning Algorithms

Программа курса

3 модулей · 53 учебных материалов

01Introduction to Digital Marketing Tools: Machine Learning and Artificial Intelligence30 материалов

Welcome and Course Orientation

Welcome to the Digital Marketing Tools CourseЧтениеMeet Your Instructor: Liye MaВидеоMeet Your Learning GroupОбсуждениеGetting HelpЧтение

Учитесь у экспертов

Liye Ma

Associate Professor

Digital Marketing Tools: Machine Learning and AI
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Обучение откроется на Coursera
в новой вкладке

Обучение на Coursera

≈ 4.4 ч

3 модулей

Язык: Английский

Часть программы вашего университета

Module 1: Machine Learning

Introduction to Machine LearningЧтение

1.1 Machine Learning in Marketing Analytics

Introduction to Methods of Machine LearningЧтениеIntroduction to Machine LearningВидеоIntroduction to Methods of Machine LearningЗадание

1.2 Methods of Machine Learning

Introduction to Machine Learning Methods, Part 1ЧтениеMachine Learning Methods, Part 1ВидеоIntroduction to Machine Learning Methods, Part 2ЧтениеMachine Learning Methods, Part 2ВидеоMethods of Machine Learning IЗаданиеAdditional Reading: The Naïve Bayes AlgorithmЧтениеMethods of Machine Learning IIЗадание

1.3 Performance Evaluation

Introduction to Performance EvaluationЧтениеPerformance EvaluationВидеоPerformance EvaluationЗадание

1.4 Method Configuration

Introduction to Method ConfigurationЧтениеMethod ConfigurationВидеоMethod ConfigurationЗадание

1.5 Machine Learning: Practice and Apply

Machine Learning: Practice & ApplyЧтениеMachine Learning DiscussionОбсуждениеMachine LearningЗадание

1.6 Machine Learning Scenario

Machine Learning ScenarioЧтениеMachine Learning ScenarioЗаданиеApply Your Learning: Algorithms & PerformanceЗаданиеAlgorithms and PerformancePLUGINAlgorithms DiscussionОбсуждениеMachine Learning Algorithms Feedback Чтение
02Big Data and Artificial Intelligence22 материалов

Module 2: Big Data and Artificial Intelligence

Introduction to Big Data and Artificial IntelligenceЧтение

2.1 Big Data and AI in Marketing Analytics

Introduction to Big Data and AI in Marketing AnalyticsЧтениеBig Data & AIВидеоBig Data & AIЗадание

2.2 Hadoop

Introduction To HadoopЧтениеHadoop & Deep LearningВидеоCheck Your LearningЗадание

2.3 Deep Learning

Introduction to Deep LearningЧтениеDeep LearningВидеоDeep LearningЗадание

2.4 Deep Neural Networks for Image and Sequential Data

Introduction to Neural NetworksЧтениеVariants of Neural NetworksВидеоIntroduction to Recurrent Neural NetworksЧтениеRecurrent Neural NetworkВидеоNeural NetworksЗадание

2.5 Big Data & AI: Practice and Apply

Practice and Apply: Big Data & AIЧтениеNeural Networks: DiscussionОбсуждениеBig Data & AIЗадание

2.6 Big Data & Artificial Intelligence Scenario

Scenario: Big Data and AIЧтениеConvolutional Neural Networks DiscussionОбсуждениеConvolutional Neural Networks FeedbackЧтениеBig Data & Artificial Intelligence ScenarioЗадание
03End-of-Course Evaluation1 материалов
Apply Your Learning: End-of-Course EvaluationЗадание