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docs: update for Docling #1

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docs: update for Docling
vagenas Dec 16, 2024
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Update README.md
vagenas Dec 16, 2024
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## Welcome to IBM Deep Search
# Welcome to Docling

<img align="left" width="180" height="180" src="./images/workspace.svg">

<a href=https://ds4sd.github.io/>Deep Search</a> extracts and structures data from documents in four steps: Parse, Interpret, Index, and Integrate. Try out the first steps on our <a href="https://deepsearch-experience.res.ibm.com/">public system</a>, where we have a live `PDF` to `JSON` inspector. With the inspector, you can see how your (programmatic) PDF documents get converted into JSON.

Deep Search also provides a <a href="https://ds4sd.github.io/deepsearch-toolkit/">programmatic access</a> to the service, for easy integration with other tools or in order to do bulk conversion. Our <a href=https://github.com/DS4SD/deepsearch-toolkit> python toolkit</a> provides these functionalities both as a client and library. Our [examples repository](https://github.com/DS4SD/deepsearch-examples) is very useful to get started.

<br>

## Publications

[Find here our extensive list of publications!](https://ds4sd.github.io/#publications)

## Gallery

|Image extraction|Table Understanding|
|:-:|:-:|
|![image](./images/inspector-image.png)|![table](./images/inspector-table.png)|
|List resolution| Math Formula |
|![list](./images/inspector-list.png)|![math](./images/inspector-math.png)|
|Complex Layout|Colored layout|
|![complex](./images/inspector-complex-1.png)|![complex](./images/inspector-complex-2.png)|
Docling enables you to unlock the value of your documents for powering workflows spanning from data preparation for foundation model pre-training and fine-tuning to generative AI applications like RAG / QA.

https://github.com/user-attachments/assets/10b5094a-812a-4c11-a760-b2098befcd36

## Getting started

- [Docling](https://github.com/DS4SD/docling): our open-source technology for getting your documents ready for gen AI
- [Deep Search](https://ds4sd.github.io): our managed Docling-based SaaS