Predictive Analytics and Generative AI for Data-Driven Marketing Strategies PDF Download
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Author: Debdutta Choudhury
Publisher:
ISBN: 9781032748917
Category : Business & Economics
Languages : en
Pages : 0
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Book Description
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.
Author: Hemachandran K
Publisher: CRC Press
ISBN: 1040188834
Category : Computers
Languages : en
Pages : 334
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Book Description
In providing 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, Predictive Analytics and Generative AI for Data-Driven Marketing Strategies includes real-world case studies and examples from diverse marketing domains. This book demonstrates how predictive analytics and generative AI have been successfully applied to solve marketing challenges and drive tangible results. This book showcases emerging trends in predictive analytics and generative AI for marketing, and their potential impact on the future of data-driven marketing. This book is meant for professionals and scholars to gather the skills and resources to use predictive analytics and generative AI effectively for marketing strategies. This book: • 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. • Presents the recent advances in predictive analytics and generative AI and discusses how they can affect the area of data-driven marketing.
Author: Debdutta Choudhury
Publisher:
ISBN: 9781032748917
Category : Business & Economics
Languages : en
Pages : 0
Get Book Here
Book Description
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.
Author: Iain Brown
Publisher: John Wiley & Sons
ISBN: 1394258712
Category : Computers
Languages : en
Pages : 439
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Book Description
Unlock the Power of Data: Transform Your Marketing Strategies with Data Science In the digital age, understanding the symbiosis between marketing and data science is not just an advantage; it's a necessity. In Mastering Marketing Data Science: A Comprehensive Guide for Today's Marketers, Dr. Iain Brown, a leading expert in data science and marketing analytics, offers a comprehensive journey through the cutting-edge methodologies and applications that are defining the future of marketing. This book bridges the gap between theoretical data science concepts and their practical applications in marketing, providing readers with the tools and insights needed to elevate their strategies in a data-driven world. Whether you're a master's student, a marketing professional, or a data scientist keen on applying your skills in a marketing context, this guide will empower you with a deep understanding of marketing data science principles and the competence to apply these principles effectively. Comprehensive Coverage: From data collection to predictive analytics, NLP, and beyond, explore every facet of marketing data science. Practical Applications: Engage with real-world examples, hands-on exercises in both Python & SAS, and actionable insights to apply in your marketing campaigns. Expert Guidance: Benefit from Dr. Iain Brown's decade of experience as he shares cutting-edge techniques and ethical considerations in marketing data science. Future-Ready Skills: Learn about the latest advancements, including generative AI, to stay ahead in the rapidly evolving marketing landscape. Accessible Learning: Tailored for both beginners and seasoned professionals, this book ensures a smooth learning curve with a clear, engaging narrative. Mastering Marketing Data Science is designed as a comprehensive how-to guide, weaving together theory and practice to offer a dynamic, workbook-style learning experience. Dr. Brown's voice and expertise guide you through the complexities of marketing data science, making sophisticated concepts accessible and actionable.
Author: Aval Sethi
Publisher: Notion Press
ISBN:
Category : Business & Economics
Languages : en
Pages : 140
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Book Description
Unlock the secrets to transformative leadership with Leadership Matters: Perspectives on Leadership. This collection brings together the most compelling articles on leadership, offering a treasure trove of wisdom. From understanding leadership to the dynamism of leadership in the digital and ultra connected world, each article is crafted to inspire, challenge, and empower leaders at every level. Each chapter intends to make you ponder and introspect on your leadership style, provoke thoughts on your self-actualization, and shed light on a path to see the dynamic interplay of life and the lives of people around the world in new ways. Whether you're a seasoned executive or an emerging leader, this compendium is your ultimate guide to mastering the art and science of leadership. Discover the strategies that will propel you and your team to new heights.
Author: Nadda, Vipin
Publisher: IGI Global
ISBN:
Category : Business & Economics
Languages : en
Pages : 587
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Book Description
The use of artificial intelligence (AI) in service and tourism marketing has revolutionized the industry by personalizing customer experiences and optimizing operational efficiency. AI-driven tools analyze vast amounts of data to understand customer preferences, enabling businesses to offer tailored recommendations and promotions. AI-powered marketing campaigns can adapt in real-time, ensuring messages resonate with the right audience. AI Innovations in Service and Tourism Marketing discusses cutting-edge innovations in the use of AI technologies in service and tourism marketing. It explains how to harness these technologies to enhance customer experience and drive engagement. Covering topics such as automation, chatbots, and operational efficiency, this book is an excellent resource for managers, marketing professionals, business leaders, researchers, academicians, educators, and postgraduate students.
Author: Gomathi Sankar, Jeganathan
Publisher: IGI Global
ISBN:
Category : Business & Economics
Languages : en
Pages : 418
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Book Description
The business world today is changing at a breakneck pace. Traditional management practices need help keeping up with the uncertainties and complexities of the digital age. Leaders face a lot of pressure to innovate, adapt, and drive transformative change within their organizations. However, they need more than just conventional wisdom to navigate this terrain. A deep understanding of emerging technologies like artificial intelligence (AI) and their practical applications in management is essential. Generative AI for Transformational Management offers a compelling solution to these challenges. This book provides a roadmap for leveraging AI to drive organizational transformation by exploring the intersection of generative AI and visionary leadership. By examining real-world case studies and practical applications, readers can learn how AI can be integrated into leadership practices to promote innovation and proactive decision-making and effectively navigate the complexities of the digital age.
Author: Yoon Hyup Hwang
Publisher: Packt Publishing Ltd
ISBN: 1835889417
Category : Computers
Languages : en
Pages : 483
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Book Description
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.
Author: Maria Johnsen
Publisher: Walter de Gruyter GmbH & Co KG
ISBN: 1501519123
Category : Computers
Languages : en
Pages : 576
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Book Description
This book presents a comprehensive and innovative exploration of the role of Artificial Intelligence (AI) in the digital marketing arena. It begins with historical context and fundamental AI principles, and subsequently, details AI's applications across a spectrum of areas, including data analytics, content creation, customer targeting, Search Engine Optimization (SEO), Pay Per Click (PPC) advertising, Social Media Marketing (SMM), and Email Marketing. A distinctive feature lies in the author's extensive real-world experience, providing many useful business applications of AI. The book is designed for marketing professionals, business executives, educators, and students, and offers numerous examples and case studies.
Author: Fields, Ziska
Publisher: IGI Global
ISBN:
Category : Education
Languages : en
Pages : 564
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Book Description
Many educators in the realm of higher education face the critical challenge of fostering creativity in students using traditional teaching methods. In today's rapidly evolving world, these methods have become inadequate to nurture the innovative thinking demanded by modern society. Impacts of Generative AI on Creativity in Higher Education reveals a solution in the integration of generative AI into higher education. To revolutionize how we nurture and harness student creativity, the book explores the intersection of creativity, generative AI, and higher education with a fresh perspective and practical guidance for educators and institutions. It delves into the fundamental concepts of generative AI and its potential applications, providing educators with the tools to create more engaging and innovative learning environments.
Author: Anand Vemula
Publisher: Anand Vemula
ISBN:
Category : Computers
Languages : en
Pages : 92
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Book Description
In an era where artificial intelligence (AI) is transforming industries, "GenAI Practitioner: Mastering AI-Driven Marketing for the Future" serves as a comprehensive guide for marketers looking to leverage the power of Generative AI. This book provides a detailed exploration of how AI can revolutionize marketing strategies, enhance customer engagement, and drive business growth. The journey begins with an introduction to the fundamentals of Generative AI, explaining key concepts, terminologies, and the evolution of this transformative technology. Readers will gain a solid understanding of the principles underpinning AI, laying the groundwork for more advanced topics. The book delves into the role of Generative AI in marketing, highlighting its benefits through real-world case studies. These examples demonstrate successful AI-driven campaigns, showcasing how businesses have effectively utilized AI to personalize customer experiences, optimize marketing efforts, and achieve remarkable results. Practical guidance on setting up an AI framework is provided, detailing the necessary tools, technologies, and environment setup. This section emphasizes key considerations for implementation, ensuring readers are equipped to integrate AI into their marketing strategies seamlessly. Data management and preparation are critical components of AI success. The book covers the importance of data, methods for collection and cleaning, and best practices for structuring data to maximize the efficacy of AI algorithms. This foundational knowledge is crucial for creating accurate and effective AI models. The text further explores AI-driven content creation, including generating text, images, and videos. It emphasizes personalization and targeting, illustrating how AI can produce tailored marketing materials that resonate with individual customers. Customer engagement is enhanced through AI-driven insights, personalized interactions, and the use of chatbots and virtual assistants. The book discusses how AI can improve customer experience and retention by providing timely and relevant support. Measuring the success and ROI of AI initiatives is essential for justifying investments and guiding future strategies. The book outlines key performance indicators, methods for analyzing AI-driven campaigns, and ROI calculation techniques. Finally, readers are introduced to future trends in Generative AI and marketing, exploring emerging technologies and innovations. This forward-looking perspective prepares marketers to stay ahead in a rapidly evolving landscape, ensuring they can harness the full potential of AI to drive their marketing efforts into the future. **"GenAI Practitioner: Mastering AI-Driven Marketing for the Future"** is an essential resource for anyone seeking to understand and apply AI in marketing, offering practical insights and strategies for achieving success in the digital age.
