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Generative AI for Marketing: Advanced & Responsible · LearnSpace
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Generative AI for Marketing: Advanced & Responsible

Курс от Packt
Средний≈ 4.8 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

This course focuses on leveraging generative AI to transform modern marketing strategies through advanced techniques and responsible innovation. It highlights the growing role of AI in creating impactful, data-driven campaigns while ensuring ethical and sustainable practices in the professional landscape. Learners will gain hands-on understanding of zero-shot and few-shot learning, transfer learning, and retrieval-augmented generation to craft compelling content and micro-target campaigns. By applying these techniques, participants will be able to enhance brand presence and deliver highly personalized marketing experiences. What distinguishes this course is its integration of cutting-edge AI methodologies with real-world marketing use cases. It not only explains the technical foundations but also demonstrates how to apply them effectively in dynamic business environments. This course is ideal for marketing professionals, data practitioners, and business leaders looking to adopt AI-driven strategies. A foundational understanding of marketing concepts and basic familiarity with AI or machine learning is recommended. This course is part three 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

Responsible AIData EthicsRetrieval-Augmented GenerationTransfer LearningArtificial Intelligence and Machine Learning (AI/ML)Data ScienceCustomer InsightsGenerative Model ArchitecturesGenerative Adversarial Networks (GANs)AI PersonalizationMarketing StrategiesLarge Language ModelingGenerative AIPersonalized CampaignsLLM ApplicationLangChainAugmented and Virtual Reality (AR/VR)Digital Marketing

Программа курса

5 модулей · 43 учебных материалов

01Creating Compelling Content with Zero-Shot Learning10 материалов

Innovative AI Techniques for Next-Generation Content Creation

OverviewВидеоIntroductionЧтениеGenerative Adversarial NetworksЧтениеLong Short-Term Memory NetworksЧтение

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Packt - Course Instructors

Преподаватель курса

Generative AI for Marketing: Advanced & Responsible
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Обучение откроется на Coursera
в новой вкладке

Обучение на Coursera

≈ 4.8 ч

5 модулей

Язык: Английский

Часть программы вашего университета
When GenAI Is the Right FitЧтение
Semantic ProximityЧтение
Model WeightsЧтение
TemperatureЧтение
Product DescriptionsЧтение
Mastering Zero-Shot Learning and Generative ModelsЗадание
02Enhancing Brand Presence with Few-Shot Learning and Transfer Learning12 материалов

Mastering Data-Efficient AI for Smarter Marketing Campaigns

OverviewВидеоIntroductionЧтениеImplementing Model-Agnostic Meta-Learning in MarketingЧтениеOvercoming Challenges in FSLЧтениеNavigating Transfer LearningЧтениеTransfer Learning Using KerasЧтениеTransfer Learning Using API ServicesЧтениеApplying FSL to Improve Brand ConsistencyЧтениеInitial email creationЧтениеCollect and analyze initial metrics and responsesЧтениеIterative RefinementЧтениеLeveraging Machine Learning Techniques for Brand GrowthЗадание
03Micro-Targeting with Retrieval-Augmented Generation8 материалов

Personalizing Marketing with RAG: From Data Retrieval to Dynamic Content

OverviewВидеоIntroductionЧтениеData SpecificityЧтениеApplications of RAG in MarketingЧтениеInstall and Connect to ElasticsearchЧтениеIntegrating with LangChain Using GPTЧтениеTargeted Product DiscountsЧтениеRAG Systems and Marketing ApplicationsЗадание
04The Future Landscape of AI/ML in Marketing6 материалов

Innovations in AI: From Diffusion Models to Immersive Marketing

OverviewВидеоThe Future Landscape of AI and ML in MarketingЧтениеDiffusion ModelsЧтениеTechnical FoundationsЧтениеAR and VR as Emerging Digital PlatformsЧтениеExploring AI/ML Innovations in MarketingЗадание
05Ethics and Governance in AI-Enabled Marketing7 материалов

Building Trust: Navigating Ethics and Fairness in AI Marketing

OverviewВидеоIntroductionЧтениеBias MitigationЧтениеChain-of-Thought ReasoningЧтениеNoise AdditionЧтениеAI Policy Development and ReportingЧтениеEthics and Governance in AI MarketingЗадание