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LLMLearning.md

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LLM Learning Resources

Understanding how LLMs work is challenging. But learning the core concepts is should be fun. Good news is that great open tutorials are created that give you a kickstart when working with LLMs.

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:::{grid-item-card} :link: https://poloclub.github.io/transformer-explainer/ {octicon}book;1em;caption-text Transformer Explainer ^^^

Transformer Explainer is an interactive visualization tool designed to help anyone learn how Transformer-based models like GPT work. It runs a live GPT-2 model right in your browser, allowing you to experiment with your own text and observe in real time how internal components and operations of the Transformer work together to predict the next tokens.

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:::{grid-item-card} :link: https://jalammar.github.io/illustrated-transformer/ {octicon}book;1em;caption-text The Illustrated Transformer ^^^ Understanding LLMs means learning about "The Transformer". This great and short blog with videos makes is simple again. +++ More » :::

:::{grid-item-card} :link: https://jaykmody.com/blog/gpt-from-scratch/ {octicon}book;1em;caption-text GPT in 60 Lines of NumPy ^^^ Nice hands-on to learn the basic of LLMs. Implement a GPT from scratch in just 60 lines of numpy. +++ More » :::

:::{grid-item-card} :link: https://thebullshitmachines.com/ {octicon}book;1em;caption-text MODERN-DAY ORACLES or BULLSHIT MACHINES? ^^^ How to thrive in a ChatGPT world. Great online course on LLMs!

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:::{grid-item-card} :link: https://microsoft.github.io/generative-ai-for-beginners/#/ {octicon}book;1em;caption-text Generative AI for Beginners ^^^ Learn the fundamentals of building Generative AI applications with our 21-lesson comprehensive course by Microsoft Cloud Advocates. :::

:::{grid-item-card} :link: https://www.tamingllms.com/markdown/toc.html# {octicon}book;1em;caption-text Taming LLMs ^^^ A practical guide to LLM pitfalls with open source software.

An alternative title of this book could have been “Language Models Behaving Badly”. :::

:::{grid-item-card} :link: https://www.promptingguide.ai/ {octicon}book;1em;caption-text Prompt Engineering Guide ^^^ Prompt engineering is a relatively new discipline for developing and optimizing prompts to efficiently use language models (LMs) for a wide variety of applications and research topics. Prompt engineering skills help to better understand the capabilities and limitations of large language models (LLMs). :::

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