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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Index

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Role of LLMs

A LLM is an artificial intelligence algorithm that can learn language patterns and relationships between words and phrases in textual data. It uses those patterns and relationships to predict a given context's next word or phrase.LLMs, such as GPT-3, are the backbone of intelligent AI chatbots like ChatGPT. Key aspects and concerns of an LLM include:

  • Training data: LLMs are trained on vast amounts of text data, such as digital books, articles, and web pages. The LLM uses this data to learn patterns in language (word and position of words in sentences, paragraphs, and articles) and develop the ability to understand and generate human-like text.
  • Natural Language Process: These intelligent AI chatbots leverage a NLP system to understand and generate human-like language
  • Applications: LLMs have a wide range of applications, including language translation, content generation, text summarization, language generation, answering questions, and more.
  • Architecture: LLMs...