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https://github.com/salvatorera/artificial-intelligence-articles

A series of artificial intelligence reviews
https://github.com/salvatorera/artificial-intelligence-articles

artificial-intelligence computer-vision deep-learning grokking hallucinations large-language-model llm neural-network

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A series of artificial intelligence reviews

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README

          

# Reviews on Artificial Intelligence

A series of articles devoted to some aspects of artificial intelligence and machine learning. These articles are designed to make some complex topics such as grokking or LLM's hallucinations more digestible. I have tried to summarize the existing literature, keep them updated with new developments, and also give practical examples.

Stra the project if you find it useful, and you can open a GitHub issue if you spot some errors or something missing.

## other projects

* [Here](https://github.com/SalvatoreRa/tutorial), you can find articles and tutorials about artificial intelligence
* [Here](https://github.com/SalvatoreRa/ML-news-of-the-week), weekly collection of the best ML & AI news

# how to cite

If these articles are useful in your research, please cite the project:

BibTeX entry:

```
@misc{raieli2024aiarticles,
author={Raieli, Salvatore},
title={Artificial Intelligence Articles},
year={2024},
howpublished={\url{https://github.com/SalvatoreRa/artificial-intelligence-articles/blob/main/README.md}},
note={GitHub repository},
}

```

Chicago style for the GitHub repository:
```
Chicago Style (Author-Date): Raieli, Salvatore. 2024. Artificial Intelligence Articles. GitHub repository. https://github.com/SalvatoreRa/artificial-intelligence-articles/blob/main/README.md.

Chicago Style (Notes and Bibliography): Salvatore Raieli. "Artificial Intelligence Articles." 2024. GitHub repository. https://github.com/SalvatoreRa/artificial-intelligence-articles/blob/main/README.md.

```

## Articles

Articles available at the moment:
* [What does it mean LLM's hallucination?](https://github.com/SalvatoreRa/artificial-intelligence-articles/blob/main/articles/LLM_hallucinations.md) - a mini review about LLM hallucination: causes, types of hallucination, how to correct
* [What is the role of small models in the LLM era?](https://github.com/SalvatoreRa/artificial-intelligence-articles/blob/main/articles/Small_LLM.md) - a mini review about the importance of small LLM, when to use and why
* [Kolmogorov-Arnold Networks (KANs): A Deep Dive into Next-Gen Neural Networks](https://github.com/SalvatoreRa/artificial-intelligence-articles/blob/main/articles/deep_dive_KAN.md) - a mini review about KAN: what they are, differences with MLP, when to use KAN and when MLP
* [Emergent properties in LLM](https://github.com/SalvatoreRa/artificial-intelligence-articles/blob/main/articles/emergent_properties.md) - a mini review about emerging properties in LLM and a discussion about their reality
* [Grokking: Learning Is Generalization and Not Memorization](https://github.com/SalvatoreRa/artificial-intelligence-articles/blob/main/articles/grokking.md) - a mini review about grokking (delayed generalization). One of the most intriguing phenomena of neural networks: what is it, how it is happening, and why is important
* [Introduction to medical image analysis](https://github.com/SalvatoreRa/artificial-intelligence-articles/blob/main/articles/introduction_medical_image.md) - a mini review about how to preprocess in Python medical images (all the concepts can also be applied to any other image type).