The GenAI Guidebook#
GenAI capabilities used to be limited to researchers or folks in a few organizations. Not anymore. These capabilities are widely available, whether it be popular chat style interfaces, through apis, or open models. This is a guide for those looking to navigate this rapidly changing field.
You may ask Isn’t there already a lot of material out there? You’re right, and that’s precisely why this is a guide book. So much is being shared across papers Youtube, blog posts, tweets, GitHub etc, keep tracking of it all without getting overwhelmed is its own challenge.
Here’s what’s inside
A guided tour of the fundamentals
The minimal resources needed to get a great understanding
Deep Dives into particular libraries, topics and papers
Who’s this guidebook for?#
Applied Practitioners - Developers looking to utilize these models in some way and are want to understand how to shape them and include them in their use cases.
Curious Users - Folks being exposed to GenAI (which is everyone these days) who want to learn more
Thought Leaders - Those figuring out where we are so to figure out where to go next
If you enjoy this you may also like my GenAI Book Club where every couple of weeks we spend an hour talking through a different topic.
Here’s what to expect as you click into the various chapters
End to End Span - From the mathematical fundamentals to how GenAI fits in the real world
Intuitive Explanations - A distillation of each topic into a couple of paragraphs
Code Tutorials - Learn through hands on code tutorials
Production Grade Code - Become proficient with the same tools the professionals use
Curated References - A distillation of the best external resources for each topic
Read Non Linearly!#
If you know what you to read just skip to it.
For those unsure here’s the learning approach I suggest
Start with fundamentals - Knowing the basic theory and how to read the code will make understanding everything else easier.
Tune a model on your own - Tuning a model will give you a fantastic sense of how these work, don’t work. This chapter is not written yet but soon will be
Read in whatever order you want - There are many branching off points here, from reading into particular training methods, to red teaming. Pick whatever suits your interests.
What this guide is not#
Self Contained Resource - This is a guide to navigate you to the best content. It is not meant to be encyclopedia
Academic article or textbook - We’re not presupposing that you have detailed level of knowledge of every topic or writing in the style of traditional academia.
A static body of work - The field is moving fast, this text will change accordingly.
Constant work in progress#
With so much happening in this field it’s challenging to keep up, especially with well written content.
To get things out to you quickly parts of this book will be in various forms of completion.
References Only - Some bullet points and links to resources
Draft Text - Some narration though likely with a lot of typos
Expansion in progress - Adding additional elements such as video, video, or code
And if complete you’ll just see the guide itself. In in work in progress this will be indicated at the top so you know what you’re getting into.
Who am I?#
This is purely a personal guide. I am representing no one but myself with any of the statements here.