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Introduction 1 Part1: Getting Started with Data Science in the Age of AI 7 CHAPTER 1: Doing Data Science in an AI World 9 CHAPTER 2: Understanding Data and Thinking Like an Analyst 23 CHAPTER 3: Getting and Cleaning Data without Coding 39 CHAPTER 4: AI Tool Literacy - When to Trust, When to Verify 59 Part2: Extracting Insights without Code 75 CHAPTER 5: Prompt Engineering for Analytics 77 CHAPTER 6: Exploring Your Data with AI 99 CHAPTER 7: Building Machine Learning Models without Code 117 CHAPTER 8: Understanding Essential Math and Statistics 137 CHAPTER 9: Clustering and Segmentation with AI 157 CHAPTER 10: Getting Predictive Analytics with Regression Analysis 173 CHAPTER 11: Building Dashboards with AI 193 CHAPTER 12: Data Storytelling and Visualization in the Age of AI 213 Part3: Driving Business Value with AI and Analytics 235 CHAPTER 13: Developing Your Business Acumen 237 CHAPTER 14: Improving Operations with Data and AI 251 CHAPTER 15: Making Marketing Improvements with AI 265 CHAPTER 16: Decision Support and BI Copilots 283 CHAPTER 17: Risk and Fraud Detection with AI 299 Part4: Implementing Data Science in Your Organization 311 CHAPTER 18: Gathering Important Information about Your Company 313 CHAPTER 19: Narrowing In on the Optimal Data Science Use Case 333 CHAPTER 20: Planning for Future Data Science Project Success 349 CHAPTER 21: Becoming an AI-Driven Data Professional 363 Part5: The Part of Tens 381 CHAPTER 22: Ten Prompts Every Analytics Power User Should Master 383 CHAPTER 23: Ten Reliable AI and Data Science Tools 393 Index 401 |
Lillian Pierson, PE, is an AI-native growth strategist, advisor, and fractional CMO who helps B2B technology companies modernize their go-to-market strategies and systems. A licensed professional engineer, AI author, and educator, she combines deep technical expertise with growth leadership to help companies scale demand, strengthen competitive positioning, and drive revenue growth. She has written more than a dozen books on AI and data science, supported 10% of Fortune 100 companies, and educated more than two million learners worldwide.