Fundamentals

Establish a foundational understanding of artificial intelligence principles, including machine learning, neural networks, natural language processing, and data structures. Provide essential knowledge for comprehending how AI technologies operate within digital marketing ecosystems and inform strategic deployment across platforms.

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FAQ

What is Artificial Intelligence (AI)?

AI systems perform tasks once limited to human cognition, but major limitations persist, many of them systemic and high-risk. For example, facial recognition error rates can reach 35% for dark-skinned women (Buolamwini, 2019), while 97% of image classifiers fail under adversarial perturbation (Papernot et al., 2015). Large language models like

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