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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

Understanding marketing KPIs

As a marketer or marketing data scientist, KPIs are the keys to measuring the successes and failures of any marketing efforts. The proper usage and definition of KPIs ahead of embarking on any marketing campaign is crucial for the effective measurement of marketing successes and failures. However, improper usage of KPIs can result in misinformation being gathered and often wasting significant financial and human resources that have a direct negative impact on the business.

For example, if your marketing goal is to raise brand awareness of a targeted group (i.e., Generation Alpha) but you are not properly breaking down the sources of marketing content impressions (i.e., text vs. image vs. video, or YouTube vs. Instagram vs. TikTok, or influencer referrals vs. paid ads), it may tell a completely different story than what is actually happening. We will review some of the frequently used KPIs in this section and move on to the implementation and real-world...

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