> For the complete documentation index, see [llms.txt](https://infinitode-docs.gitbook.io/documentation/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://infinitode-docs.gitbook.io/documentation/ai-documentation.md).

# AI Documentation

Infinitode’s AI resources give you access to pretrained models and high‑quality datasets for text analysis, generation, and more. You can integrate them directly via Hugging Face or clone from GitHub.

## AI resources

Use these resources for research, prototyping, and fine-tuning. Each entry links to its model or dataset and supporting implementation.

Start with a model when you need inference. Start with a dataset when you need training data. Use [OPEN-ARC](https://github.com/Infinitode/OPEN-ARC) for guided research projects.

Browse [Infinitode Spaces on Hugging Face](https://huggingface.co/spaces?author=InfinitodeLTD) for interactive demos and applications.

## :robot: AI Models

Our Hugging Face models cover text generation, classification, and regression. GitHub links provide the associated OPEN-ARC notebooks.

<table data-view="cards"><thead><tr><th>View all models</th><th data-card-target data-type="content-ref">Hugging Face</th></tr></thead><tbody><tr><td>Browse every Infinitode model on Hugging Face.</td><td><a href="https://huggingface.co/models?author=InfinitodeLTD">https://huggingface.co/models?author=InfinitodeLTD</a></td></tr></tbody></table>

<table data-view="cards"><thead><tr><th>Model Name</th><th>Task</th><th data-type="content-ref">HF Link</th><th data-type="content-ref">GitHub Link</th><th>Latest Version</th></tr></thead><tbody><tr><td><strong>terraria-weapon-name-generation-model (OPEN-ARC)</strong></td><td>Text generation</td><td><a href="https://huggingface.co/InfinitodeLTD/TWNGM-OPEN-ARC">https://huggingface.co/InfinitodeLTD/TWNGM-OPEN-ARC</a></td><td><a href="https://github.com/Infinitode/OPEN-ARC/blob/main/Project-5-TWNG/project-5-twng.ipynb">https://github.com/Infinitode/OPEN-ARC/blob/main/Project-5-TWNG/project-5-twng.ipynb</a></td><td>v1.0.0</td></tr><tr><td><strong>crop-recommendation-model (OPEN-ARC)</strong></td><td>Classification</td><td><a href="https://huggingface.co/InfinitodeLTD/CRM-OPEN-ARC">https://huggingface.co/InfinitodeLTD/CRM-OPEN-ARC</a></td><td><a href="https://github.com/Infinitode/OPEN-ARC/blob/main/Project-7-CR/project-7-cr.ipynb">https://github.com/Infinitode/OPEN-ARC/blob/main/Project-7-CR/project-7-cr.ipynb</a></td><td>v1.0.0</td></tr><tr><td><strong>plant-stress-prediction-model (OPEN-ARC)</strong></td><td>Classification</td><td><a href="https://huggingface.co/InfinitodeLTD/PSPM-OPEN-ARC">https://huggingface.co/InfinitodeLTD/PSPM-OPEN-ARC</a></td><td><a href="https://github.com/Infinitode/OPEN-ARC/blob/main/Project-8-PSPM/project-8-pspm.ipynb">https://github.com/Infinitode/OPEN-ARC/blob/main/Project-8-PSPM/project-8-pspm.ipynb</a></td><td>v1.0.0</td></tr><tr><td><strong>traffic-accident-prediction-model (OPEN-ARC)</strong></td><td>Classification</td><td><a href="https://huggingface.co/InfinitodeLTD/TAPM-OPEN-ARC">https://huggingface.co/InfinitodeLTD/TAPM-OPEN-ARC</a></td><td><a href="https://github.com/Infinitode/OPEN-ARC/blob/main/Project-9-TAPM/project-9-tapm.ipynb">https://github.com/Infinitode/OPEN-ARC/blob/main/Project-9-TAPM/project-9-tapm.ipynb</a></td><td>v1.0.0</td></tr><tr><td><strong>mushroom-classification-model (OPEN-ARC)</strong></td><td>Classification</td><td><a href="https://huggingface.co/InfinitodeLTD/MCM-OPEN-ARC">https://huggingface.co/InfinitodeLTD/MCM-OPEN-ARC</a></td><td><a href="https://github.com/Infinitode/OPEN-ARC/blob/main/Project-10-MCM/project-10-mcm.ipynb">https://github.com/Infinitode/OPEN-ARC/blob/main/Project-10-MCM/project-10-mcm.ipynb</a></td><td>v1.0.0</td></tr><tr><td><strong>basic-personality-prediction-model (OPEN-ARC)</strong></td><td>Classification</td><td><a href="https://huggingface.co/InfinitodeLTD/BPPM-OPEN-ARC">https://huggingface.co/InfinitodeLTD/BPPM-OPEN-ARC</a></td><td><a href="https://github.com/Infinitode/OPEN-ARC/blob/main/Project-11-BPPM/project-11-bppm.ipynb">https://github.com/Infinitode/OPEN-ARC/blob/main/Project-11-BPPM/project-11-bppm.ipynb</a></td><td>v1.0.0</td></tr><tr><td><strong>spam-mail-classification-model (OPEN-ARC)</strong></td><td>Classification</td><td><a href="https://huggingface.co/InfinitodeLTD/SMCM-OPEN-ARC">https://huggingface.co/InfinitodeLTD/SMCM-OPEN-ARC</a></td><td><a href="https://github.com/Infinitode/OPEN-ARC/blob/main/Project-12/notebook.ipynb">https://github.com/Infinitode/OPEN-ARC/blob/main/Project-12/notebook.ipynb</a></td><td>v1.0.0</td></tr><tr><td><strong>india-housing-price-prediction-model (OPEN-ARC)</strong></td><td>Regression</td><td><a href="https://huggingface.co/InfinitodeLTD/IHPPM-OPEN-ARC">https://huggingface.co/InfinitodeLTD/IHPPM-OPEN-ARC</a></td><td><a href="https://github.com/Infinitode/OPEN-ARC/blob/main/Project-13/notebook.ipynb">https://github.com/Infinitode/OPEN-ARC/blob/main/Project-13/notebook.ipynb</a></td><td>v1.0.0</td></tr></tbody></table>

### Use a model

{% hint style="info" %}
Open the model card for usage details. Clone its linked repository to inspect or reproduce the notebook implementation.
{% endhint %}

{% hint style="danger" %}
Use AI resources responsibly. Do not use them for illegal activity or harmful content. Review each repository's license before distributing derived work.
{% endhint %}

***

## :package: Datasets

Our curated datasets support research and fine-tuning. Hugging Face hosts the dataset releases. GitHub provides repository mirrors.

<table data-view="cards"><thead><tr><th>View all datasets</th><th data-card-target data-type="content-ref">Hugging Face</th></tr></thead><tbody><tr><td>Browse every Infinitode dataset on Hugging Face.</td><td><a href="https://huggingface.co/datasets?author=InfinitodeLTD">https://huggingface.co/datasets?author=InfinitodeLTD</a></td></tr></tbody></table>

<table data-view="cards"><thead><tr><th>Dataset Name</th><th>Description</th><th data-type="content-ref">HF Link</th><th data-type="content-ref">GitHub Repo</th></tr></thead><tbody><tr><td><strong>PWLDS</strong></td><td>10M+ passwords with strength levels</td><td><a href="https://huggingface.co/datasets/InfinitodeLTD/PWLDS">https://huggingface.co/datasets/InfinitodeLTD/PWLDS</a></td><td><a href="https://github.com/Infinitode/PWLDS">https://github.com/Infinitode/PWLDS</a></td></tr><tr><td><strong>CRSD</strong></td><td>10K+ synthetic customer reviews with sentiment labels</td><td><a href="https://huggingface.co/datasets/InfinitodeLTD/CRSD">https://huggingface.co/datasets/InfinitodeLTD/CRSD</a></td><td><a href="https://github.com/Infinitode/CRSD">https://github.com/Infinitode/CRSD</a></td></tr></tbody></table>

***

## OPEN-ARC

OPEN-ARC is a collaborative AI research initiative. It provides challenges, reference notebooks, datasets, and model implementations.

Compare approaches, improve an existing solution, or build your own. View available projects in the [OPEN-ARC repository](https://github.com/Infinitode/OPEN-ARC).

{% hint style="success" %}
OPEN-ARC is beginner-friendly. Notebooks include comments and may include pre-trained models.
{% endhint %}