Book Image

AI & Data Literacy

By : Bill Schmarzo
Book Image

AI & Data Literacy

By: Bill Schmarzo

Overview of this book

AI is undoubtedly a game-changing tool with immense potential to improve human life. This book aims to empower you as a Citizen of Data Science, covering the privacy, ethics, and theoretical concepts you’ll need to exploit to thrive amid the current and future developments in the AI landscape. We'll explore AI's inner workings, user intent, and the critical role of the AI utility function while also briefly touching on statistics and prediction to build decision models that leverage AI and data for highly informed, more accurate, and less risky decisions. Additionally, we'll discuss how organizations of all sizes can leverage AI and data to engineer or create value. We'll establish why economies of learning are more powerful than the economies of scale in a digital-centric world. Ethics and personal/organizational empowerment in the context of AI will also be addressed. Lastly, we'll delve into ChatGPT and the role of Large Language Models (LLMs), preparing you for the growing importance of Generative AI. By the end of the book, you'll have a deeper understanding of AI and how best to leverage it and thrive alongside it.
Table of Contents (14 chapters)
12
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13
Index

How to optimize AI-based learning systems?

Next, we want to expand your role in driving the AI conversation by explaining the importance of first understanding or determining user intent and then discussing the importance of defining conflicting variables and metrics and how multi-objective optimization will guide the trade-off decisions and actions that the AI model must make. Let's understand this with an example!Whether you use Google Maps, Apple Maps, or Waze (also owned by Google), these AI-infused apps are fantastic at getting you from Point A to Point B in the shortest time. They give you step-by-step directions and can update those directions based on current information (e.g., traffic accidents, weather, potholes, special events) that pop up during your trip.Let’s consider the different variables and metrics that we would want to include in the AI utility function to help the GPS optimize our journey. Two classes of variables and metrics to include in the AI utility...