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Foundations of AI-Driven Marketing Analytics · LearnSpace
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Foundations of AI-Driven Marketing Analytics

Курс от Packt
Средний≈ 3.7 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

Explore the transformative impact of AI and machine learning on modern marketing, from foundational concepts to advanced analytics for understanding customer behavior and campaign performance. Gain practical skills in data preparation, KPI analysis, regression, and time series forecasting to drive data-informed marketing decisions. This course introduces the core principles of AI and machine learning as they apply to marketing, equipping learners with the knowledge to analyze marketing performance and customer behavior. You will learn how to prepare data for machine learning, interpret key performance indicators, apply regression and decision tree analysis, and leverage time series models for strategic planning. By the end of the course, you will be able to use data-driven insights to optimize marketing strategies and anticipate trends. Through a blend of conceptual explanations, real-world examples, and interactive quizzes, this course guides learners step-by-step from foundational AI concepts to practical marketing analytics. Learners will build confidence in applying machine learning techniques to real marketing challenges. This course is part one of a three-course Specialization designed to provide a comprehensive learning pathway in this subject area. While it delivers standalone value and practical skills, learners seeking a more integrated and in-depth progression may benefit from completing the full Specialization.

Навыки, которые вы освоите

Time Series Analysis and ForecastingForecastingTrend AnalysisAI PersonalizationData PreprocessingAdvanced AnalyticsPerformance MeasurementData-Driven Decision-MakingMarketingMarketing AnalyticsStrategic MarketingMarketing EffectivenessData ScienceDigital MarketingGenerative AIData-Driven MarketingCustomer AnalysisKey Performance Indicators (KPIs)Marketing AutomationMarketing Strategies

Программа курса

4 модулей · 33 учебных материалов

01The Evolution of Marketing in the AI Era & Preparing Your Toolkit7 материалов

Harnessing AI: From Personalized Marketing to Your First Machine Learning Model

OverviewВидеоThe Evolution of Marketing in the AI Era and Preparing Your ToolkitЧтениеWhy Does Personalization Matter?ЧтениеIntegrating AI for Enhanced InsightsЧтение

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Packt - Course Instructors

Преподаватель курса

Foundations of AI-Driven Marketing Analytics
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Обучение на Coursera

≈ 3.7 ч

4 модулей

Язык: Английский

Часть программы вашего университета
Training Your First ML ModelЧтение
Preparing the data for MLЧтение
AI and Machine Learning in Modern MarketingЗадание
02Decoding Marketing Performance with KPIs8 материалов

Unlocking Insights: Measuring and Optimizing Marketing Success

OverviewВидеоIntroductionЧтениеLoyalty StageЧтениеSales Channel and Conversion RateЧтениеCPAЧтениеPromotions and CPAЧтениеROI per Sales ChannelЧтениеMarketing Performance and KPI AnalysisЗадание
03Unveiling the Dynamics of Marketing Success10 материалов

From Data to Decisions: Uncovering What Drives Marketing Outcomes

OverviewВидеоIntroductionЧтениеContinuous VariablesЧтениеRegression AnalysisЧтениеWhy People Convert with Decision Tree InterpretationЧтениеDecision Tree AnalysisЧтениеWhy People Churn with Causal InferenceЧтениеEstimationЧтениеCausal InfluenceЧтениеExploring Marketing Analysis and Causal ModelingЗадание
04Harnessing Seasonality and Trends for Strategic Planning8 материалов

Uncovering Patterns: Time Series Analysis for Smarter Business Forecasts

OverviewВидеоIntroductionЧтениеMoving AveragesЧтениеProduct TrendsЧтениеMultiplicative Time Series DecompositionЧтениеARIMA Model DiagnosticsЧтениеForecasting with a Prophet ModelЧтениеStrategic Planning with Seasonality and TrendsЗадание