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Machine Learning and Generative AI for Marketing

You're reading from   Machine Learning and Generative AI for Marketing Take your data-driven marketing strategies to the next level using Python

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Product type Paperback
Published in Aug 2024
Publisher Packt
ISBN-13 9781835889404
Length 482 pages
Edition 1st Edition
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Authors (2):
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Nicholas C. Burtch Nicholas C. Burtch
Author Profile Icon Nicholas C. Burtch
Nicholas C. Burtch
Yoon Hyup Hwang Yoon Hyup Hwang
Author Profile Icon Yoon Hyup Hwang
Yoon Hyup Hwang
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Table of Contents (16) Chapters Close

Preface 1. The Evolution of Marketing in the AI Era and Preparing Your Toolkit FREE CHAPTER 2. Decoding Marketing Performance with KPIs 3. Unveiling the Dynamics of Marketing Success 4. Harnessing Seasonality and Trends for Strategic Planning 5. Enhancing Customer Insight with Sentiment Analysis 6. Leveraging Predictive Analytics and A/B Testing for Customer Engagement 7. Personalized Product Recommendations 8. Segmenting Customers with Machine Learning 9. Creating Compelling Content with Zero-Shot Learning 10. Enhancing Brand Presence with Few-Shot Learning and Transfer Learning 11. Micro-Targeting with Retrieval-Augmented Generation 12. The Future Landscape of AI and ML in Marketing 13. Ethics and Governance in AI-Enabled Marketing 14. Other Books You May Enjoy
15. Index

Why people engage in regression analysis

Usually, increasing the engagement rate is the very first step in marketing. Potential customers need to engage with the company or products first before they can convert into paying customers and then, eventually, repeat or loyal customers. There will be numerous factors that affect how potential customers engage with or click on your marketing campaigns. Customers with certain socio-economic backgrounds may be more attracted to your services and/or products than others. People from certain regions may engage more frequently in your marketing campaigns than others. Some who have been exposed to your previous sales may have a more favorable appetite for your services or products that results in higher engagement rates than others.

Understanding how potential customers interact with different components is the key to achieving higher engagement rates and the start of targeted or personalized marketing. Regression analysis, a well-known and...

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