🤖AI / ML / Gen AI

A collection of good reference articles about Generative AI

This is the home for a lot of information on Machine Learning, Generative AI and AI in general.

Here is a curated set of good articles/videos on Gen AI and ML in general. There is a good mix of introductory material, hands-on and more in-depth resources.

Good articles on Gen AI/ ML at introductory level

• A great intro of Gen AI (with good animation & examples)

• LLM explained with less jargon and math

• A good summary of the important concepts in ML

• [1hr Talk] Intro to Large Language Models (Andrej Karpathy)

Prompt Engineering Guides

• Open AI’s guide to Prompt engineering

• A Beginner’s Guide To Prompt Engineering | ml-articles – Weights & Biases

• Prompt engineering guide

• Language Modeling: A Beginner's Guide | Language-Models – Weights & Biases

Build your own chatbot

Open AI’s GPTs - custom personalized GPT - it is very easy to build - with a simple UI tool and can hook it up to any custom API -

• Introducing GPTs (openai.com)

• ChatGPT (openai.com)

• A step-by-step guide to building a chatbot based on your own documents with GPT

Run other LLMs (free, open source) models on your local machine

• Llama 2 - Every Resource you need (philschmid.de)
• Run Code Llama 70B on M2 Max machine

How to implement a transformer architecture

• Mat’s Blog - Transformers From Scratch (matdmiller.com)
• Let's build GPT: from scratch, in code, spelled out. (Andrej Karpathy)

More detailed videos

• State of GPT | BRK216HFS
• The spelled-out intro to language modeling: building makemore

Deploy ML models to Prod

• Production best practices to deploy ML models - OpenAI Guide
• Explaining the Microsoft 365 Copilot System - YouTube - 2 min video of the architecture