# AI / ML / Gen 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)](https://ig.ft.com/generative-ai/) 
* [LLM explained with less jargon and math](https://www.understandingai.org/p/large-language-models-explained-with)
* [A good summary of the important concepts in ML](https://ataiva.com/machine-learning-mastery-series/)
* [\[1hr Talk\] Intro to Large Language Models](https://youtu.be/zjkBMFhNj_g?feature=shared) (Andrej Karpathy)

### Prompt Engineering Guides

* [Open AI’s guide to Prompt engineering](https://platform.openai.com/docs/guides/prompt-engineering)
* [A Beginner’s Guide To Prompt Engineering | ml-articles – Weights & Biases](https://wandb.ai/mostafaibrahim17/ml-articles/reports/A-Beginner-s-Guide-To-Prompt-Engineering--Vmlldzo2MzE1NTg2)
* [Prompt engineering guide](https://www.promptingguide.ai/)
* [Language Modeling: A Beginner's Guide | Language-Models – Weights & Biases](https://wandb.ai/madhana/Language-Models/reports/Language-Modeling-A-Beginner-s-Guide---VmlldzozMzk3NjI3)

### 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)](https://openai.com/blog/introducing-gpts)
* [ChatGPT (openai.com)](https://chat.openai.com/gpts/editor)
* [A step-by-step guide to building a chatbot based on your own documents with GPT](https://bootcamp.uxdesign.cc/a-step-by-step-guide-to-building-a-chatbot-based-on-your-own-documents-with-gpt-2d550534eea5) 

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

* [Llama 2 - Every Resource you need (philschmid.de)](https://www.philschmid.de/llama-2)
* [Run Code Llama 70B on M2 Max machine](https://annjose.com/post/run-code-llama-70B-locally/)

### How to implement a transformer architecture

* [Mat’s Blog - Transformers From Scratch (matdmiller.com)](https://blog.matdmiller.com/posts/2023-06-10_transformers/notebook.html)
* [Let's build GPT: from scratch, in code, spelled out.](https://www.youtube.com/watch?v=kCc8FmEb1nY)  (Andrej Karpathy)

### More detailed videos

* [State of GPT | BRK216HFS](https://youtu.be/bZQun8Y4L2A?feature=shared)
* [The spelled-out intro to language modeling: building makemore](https://www.youtube.com/watch?v=PaCmpygFfXo)

### Deploy ML models to Prod

* [Production best practices to deploy ML models - OpenAI Guide](https://platform.openai.com/docs/guides/production-best-practices/mlops-strategy)
* [Explaining the Microsoft 365 Copilot System - YouTube](https://www.youtube.com/watch?v=E5g20qmeKpg) - 2 min video of the architecture