Machine Learning and Generative AI for Marketing

Machine Learning and Generative AI for Marketing
Title Machine Learning and Generative AI for Marketing PDF eBook
Author Yoon Hyup Hwang
Publisher Packt Publishing Ltd
Pages 483
Release 2024-08-30
Genre Computers
ISBN 1835889417

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Start transforming your data-driven marketing strategies and increasing customer engagement. Learn how to create compelling marketing content using advanced gen AI techniques and stay in touch with the future AI ML landscape. Purchase of the print or Kindle book includes a free eBook in PDF format Key Features Enhance customer engagement and personalization through predictive analytics and advanced segmentation techniques Combine Python programming with the latest advancements in generative AI to create marketing content and address real-world marketing challenges Understand cutting-edge AI concepts and their responsible use in marketing Book Description In the dynamic world of marketing, the integration of artificial intelligence (AI) and machine learning (ML) is no longer just an advantage—it's a necessity. Moreover, the rise of generative AI (GenAI) helps with the creation of highly personalized, engaging content that resonates with the target audience. This book provides a comprehensive toolkit for harnessing the power of GenAI to craft marketing strategies that not only predict customer behaviors but also captivate and convert, leading to improved cost per acquisition, boosted conversion rates, and increased net sales. Starting with the basics of Python for data analysis and progressing to sophisticated ML and GenAI models, this book is your comprehensive guide to understanding and applying AI to enhance marketing strategies. Through engaging content & hands-on examples, you'll learn how to harness the capabilities of AI to unlock deep insights into customer behaviors, craft personalized marketing messages, and drive significant business growth. Additionally, you'll explore the ethical implications of AI, ensuring that your marketing strategies are not only effective but also responsible and compliant with current standards By the conclusion of this book, you'll be equipped to design, launch, and manage marketing campaigns that are not only successful but also cutting-edge. What you will learn Master key marketing KPIs with advanced computational techniques Use explanatory data analysis to drive marketing decisions Leverage ML models to predict customer behaviors, engagement levels, and customer lifetime value Enhance customer segmentation with ML and develop highly personalized marketing campaigns Design and execute effective A/B tests to optimize your marketing decisions Apply natural language processing (NLP) to analyze customer feedback and sentiments Integrate ethical AI practices to maintain privacy in data-driven marketing strategies Who this book is for This book targets a diverse group of professionals: Data scientists and analysts in the marketing domain looking to apply advanced AI ML techniques to solve real-world marketing challenges Machine learning engineers and software developers aiming to build or integrate AI-driven tools and applications for marketing purposes Marketing professionals, business leaders, and entrepreneurs who must understand the impact of AI on marketing Reader are presumed to have a foundational proficiency in Python and a basic to intermediate grasp of ML principles and data science methodologies.

Artificial Intelligence for Marketing

Artificial Intelligence for Marketing
Title Artificial Intelligence for Marketing PDF eBook
Author Jim Sterne
Publisher John Wiley & Sons
Pages 373
Release 2017-08-14
Genre Business & Economics
ISBN 1119406331

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A straightforward, non-technical guide to the next major marketing tool Artificial Intelligence for Marketing presents a tightly-focused introduction to machine learning, written specifically for marketing professionals. This book will not teach you to be a data scientist—but it does explain how Artificial Intelligence and Machine Learning will revolutionize your company's marketing strategy, and teach you how to use it most effectively. Data and analytics have become table stakes in modern marketing, but the field is ever-evolving with data scientists continually developing new algorithms—where does that leave you? How can marketers use the latest data science developments to their advantage? This book walks you through the "need-to-know" aspects of Artificial Intelligence, including natural language processing, speech recognition, and the power of Machine Learning to show you how to make the most of this technology in a practical, tactical way. Simple illustrations clarify complex concepts, and case studies show how real-world companies are taking the next leap forward. Straightforward, pragmatic, and with no math required, this book will help you: Speak intelligently about Artificial Intelligence and its advantages in marketing Understand how marketers without a Data Science degree can make use of machine learning technology Collaborate with data scientists as a subject matter expert to help develop focused-use applications Help your company gain a competitive advantage by leveraging leading-edge technology in marketing Marketing and data science are two fast-moving, turbulent spheres that often intersect; that intersection is where marketing professionals pick up the tools and methods to move their company forward. Artificial Intelligence and Machine Learning provide a data-driven basis for more robust and intensely-targeted marketing strategies—and companies that effectively utilize these latest tools will reap the benefit in the marketplace. Artificial Intelligence for Marketing provides a nontechnical crash course to help you stay ahead of the curve.

Generative AI for Marketing

Generative AI for Marketing
Title Generative AI for Marketing PDF eBook
Author Malay A. Upadhyay
Publisher Business Expert Press
Pages 191
Release 2024-09-09
Genre Business & Economics
ISBN 1637427174

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Every few generations, a technoeconomic revolution topples the status quo of how work is done, creating an opportunity for new leaders to emerge. Generative AI for Marketing is meant to position the current and future marketers to become those leaders and lead their organizations in the AI era. To succeed in leveraging AI, organizations must look beyond practices that were established before the AI era. This book elucidates the evolving role and needs of Generative AI in marketing, providing a blueprint for businesses to thrive in an ever-evolving business landscape by achieving the agility and adaptability needed to sustain growth with AI. Tailored for marketers and business students alike, readers will gain a commanding set of tools to master the trifecta of foundational AI knowledge, its applications in Marketing, and the knowhow to automate growth without increasing costs.

Predictive Analytics and Generative AI for Data-Driven Marketing Strategies

Predictive Analytics and Generative AI for Data-Driven Marketing Strategies
Title Predictive Analytics and Generative AI for Data-Driven Marketing Strategies PDF eBook
Author Debdutta Choudhury
Publisher
Pages 0
Release 2024-12-10
Genre Business & Economics
ISBN 9781032748917

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The book provides an in-depth exploration of cutting-edge technologies and how they are used to support data-driven marketing strategies and empower organizations to make the right decisions. It includes real-world case studies and examples from diverse marketing domains, demonstrating how predictive analytics and generative AI have been successfully applied to solve marketing challenges and drive tangible results. It showcases emerging trends in predictive analytics and generative AI for marketing, and potential impact on the future of data-driven marketing. This book is meant for professionals and scholars to gather the skills and resources to effectively use predictive analytics and generative AI for marketing strategies. - Examines the different predictive analytics models and algorithms, such as regression analysis, decision trees, and neural networks, and demonstrates how they may be utilized to get insightful conclusions from marketing data. - Includes generative AI techniques such as generative adversarial networks (GANs) and variational autoencoders (VAEs), showcasing how these techniques can generate synthetic data for marketing insights and decision-making. - Highlights the importance of data-driven marketing choices and illustrates how generative AI and predictive analytics may be quite useful in this context. - Integrates the principles of data science with marketing concepts, offering a cohesive understanding of how predictive analytics and generative AI can power data-driven marketing decisions. - Present the recent advances in predictive analytics and generative AI, discuss how they can affect the area of data-driven marketing.

Using AI in Marketing

Using AI in Marketing
Title Using AI in Marketing PDF eBook
Author Greg Kihlström
Publisher Stylus Publishing, LLC
Pages 199
Release 2024-06-19
Genre Computers
ISBN 1501519786

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In today's dynamic marketing landscape, artificial intelligence (AI) stands at the forefront of innovation, offering unprecedented opportunities for marketers. This book enables marketing professionals to harness the power of AI, featuring in-depth discussions on key topics such as generative AI, personalized customer experiences, team and workflow augmentation, and data analysis optimization. It is divided into four parts, each addressing a different aspect of AI and marketing. Part I covers the fundamentals of AI in marketing, including machine learning and generative AI. Part II explores growth areas for marketing and AI, using generative AI and customer journey personalization. Part III goes into detail about how to use AI, particularly generative AI tools, to enhance the marketing function. Part IV is about integration and optimization, providing insights on when and where to invest in AI and how to prepare your team for an AI-driven marketing future. FEATURES: Covers AI-based platforms for text, image, and video generation, revolutionizing content creation Shows how AI can enhance customer interactions through personalized content and conversational AI Explores AI-automated workflows, improved reporting, and streamlined marketing processes Features AI analytics to optimize audience segmentation, predictive analytics, and marketing strategies Addresses the ethical implications of AI in marketing, ensuring responsible and transparent use

Using AI in Marketing

Using AI in Marketing
Title Using AI in Marketing PDF eBook
Author Greg Kihlstrom
Publisher Walter de Gruyter GmbH & Co KG
Pages 158
Release 2024-07-14
Genre Business & Economics
ISBN 150151976X

Download Using AI in Marketing Book in PDF, Epub and Kindle

In today's dynamic marketing landscape, artificial intelligence (AI) stands at the forefront of innovation, offering unprecedented opportunities for marketers. This book enables marketing professionals to harness the power of AI, featuring in-depth discussions on key topics such as generative AI, personalized customer experiences, team and workflow augmentation, and data analysis optimization. It is divided into four parts, each addressing a different aspect of AI and marketing. Part I covers the fundamentals of AI in marketing, including machine learning and generative AI. Part II explores growth areas for marketing and AI, using generative AI and customer journey personalization. Part III goes into detail about how to use AI, particularly generative AI tools, to enhance the marketing function. Part IV is about integration and optimization, providing insights on when and where to invest in AI and how to prepare your team for an AI-driven marketing future.

MACHINE LEARNING AND GENERATIVE AI FOR MARKETING

MACHINE LEARNING AND GENERATIVE AI FOR MARKETING
Title MACHINE LEARNING AND GENERATIVE AI FOR MARKETING PDF eBook
Author YOON HYUP. BURTCH HWANG (NICHOLAS C.)
Publisher
Pages 0
Release 2024
Genre
ISBN 9781835889404

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