Introduction to marketing data science -- Data collection and preparation -- Descriptive analysis in marketing -- Inferential analytics and hypothesis testing -- Predictive analytics and machine learning -- Natural language processing in marketing -- Social media analytics and web analytics -- Marketing mix modeling and attribution -- Customer journey analytics -- Experimental design in marketing -- Big data technologies and real-time analytics -- Generative artificial intelligence and its application in marketing -- Ethics, privacy, and the future of marketing data science
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