Generative AI and LLMs for Dummies

by David Baum

This book provides an introductory overview to LLMs and gen
AI applications, along with techniques for training, tuning, and
deploying machine learning (ML) models. The objective is to pro-
vide a technical foundation without “getting into the weeds,” and
to help bridge the gap between AI experts and their counterparts
in marketing, sales, finance, product, and more.

In the pages that follow, you learn about the importance of gen AI
applications that are secure, resilient, easy to manage, and that
can integrate with your existing technology ecosystem. You also
discover the importance of standardizing on a modern data plat-
form to unlock the full potential of your data. Prepare to embark
on a transformative journey that will shape the way your business
operates.

52 pages, ebook

Published January 1, 2024

Reviews

[Jared Ellman · Rating 5 out of 5]

Provides basic non-technical overview of AI concepts. Great way to introduce terms and context to your learning.

[Desi Pilla · Rating 3 out of 5]

This quick read offers a very high level introduction to Generative AI and LLMs. It doesn’t go into much technical detail at all, but I guess that’s implied by the titular “for Dummies”. Think of this reading as a lecture introducing a concept, helping a developer create a mental map of the Gen AI/LLM space rather than teaching technical implementation.

A rather funny subtlety of this book is the palpable pro-Snowflake undertones. Again, it is unsurprising, considering that this is a “Snowflake Special Edition”, but the reader should be cautious in accepting some of the recommendations at face value. The author never explicitly states Snowflake by name as being a superior data platform, but repeatedly makes statements such as “Ideally, your cloud data platform should ”. Personally, I think Snowflake is an incredible platform and well suited for many Gen AI / LLM tasks, but a shrewd reader should know that the author’s recommendations are not unbiased.

[Ajitabh Pandey · Rating 3 out of 5]

A clear, well-paced primer that delivers exactly what it promises. In just 52 pages, the book offers a practical overview of LLMs and generative AI without drowning the reader in technical detail.

Its not a deep technical guide. However, its a very good introduction for anyone looking to understand how generative AI fits into real business contexts.

[Sam Williams Jebaraj · Rating 5 out of 5]

A good introduction on Gen AI and LLMs