Difference between revisions of "AI tutorials"
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* [https://theaidigest.org/ AI Digest]: Interactive AI explainers | * [https://theaidigest.org/ AI Digest]: Interactive AI explainers | ||
* [https://academy.openai.com/ OpenAI Academy] | * [https://academy.openai.com/ OpenAI Academy] | ||
+ | * [https://goyalpramod.github.io/blogs/evolution_of_LLMs/ Evolution of LLMs] | ||
==Loss Functions== | ==Loss Functions== | ||
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* [https://jalammar.github.io/illustrated-transformer/ The Illustrated Transformer] | * [https://jalammar.github.io/illustrated-transformer/ The Illustrated Transformer] | ||
* [https://towardsdatascience.com/transformers-explained-visually-not-just-how-but-why-they-work-so-well-d840bd61a9d3 Transformers Explained Visually — Not Just How, but Why They Work So Well] | * [https://towardsdatascience.com/transformers-explained-visually-not-just-how-but-why-they-work-so-well-d840bd61a9d3 Transformers Explained Visually — Not Just How, but Why They Work So Well] | ||
+ | * [https://erdem.pl/2021/05/understanding-positional-encoding-in-transformers#positional-encoding-visualization Understanding Positional Encoding in Transformers] | ||
+ | |||
===Visualizations=== | ===Visualizations=== | ||
* [https://bbycroft.net/llm LLM Visualization] | * [https://bbycroft.net/llm LLM Visualization] |
Latest revision as of 15:12, 29 June 2025
Contents
General
- MLU-EXPLAIN
- Deep Learning is Not So Mysterious or Different
- AI Digest: Interactive AI explainers
- OpenAI Academy
- Evolution of LLMs
Loss Functions
Transformer
- Wolfram: What Is ChatGPT Doing … and Why Does It Work?
- The Illustrated Transformer
- Transformers Explained Visually — Not Just How, but Why They Work So Well
- Understanding Positional Encoding in Transformers
Visualizations
LLM
- Toy Models of Superposition
- A Survey on Large Language Models: Applications, Challenges, Limitations, and Practical Usage
- Aman AI: Overview of Large Language Models
- Awesome-LLM: Curated list of LLM projects
- The Big Book of Large Language Models (Damien Benveniste)
- 2025-01: Foundations of Large Language Models
Video
- Andrej Karpathy:
Prompt Engineering
- 2025-04: Lee Boonstra (Google): Prompt Engineering