---
title: 'Private Data Inference on PLGrid Infrastructure'
url: 'https://www.cyfronet.pl/en/training/private-data-inference-on-plgrid-infrastructure-06-2026'
markdown: 'https://www.cyfronet.pl/en/training/private-data-inference-on-plgrid-infrastructure-06-2026.md'
lang: en
date: '2026-06-30'
description: 'We invite you to a hands-on training session where we will demonstrate how to easily work with LLM models on private data using PLGrid infrastructure. During the workshop, participants will learn key concepts and tools that enable a fast transition from theory to practical application. What will yo…'
taxonomy:
  type:
    - event
  tag:
    - AI
    - PLGrid
    - LLM
    - training
---

[ Homepage ](https://www.cyfronet.pl/en)     [ Training ](https://www.cyfronet.pl/en/training)      Private Data Inference on PLGrid Infrastructure    

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# Private Data Inference on PLGrid Infrastructure

We invite you to a hands-on training session where we will demonstrate how to easily work with LLM models on private data using PLGrid infrastructure. During the workshop, participants will learn key concepts and tools that enable a fast transition from theory to practical application.

**What will you learn?**

- the basics of inference in language models
- how to use the RAG (Retrieval-Augmented Generation) approach for working with documents
- how to create custom functions and extensions (tool calling)
- how to build simple user interfaces using Gradio
- how to leverage the capabilities of PLGrid LLM Forge

The training is highly practical and focused on quickly building skills that can be immediately applied in real projects.

**Who is it for?**The event is aimed at individuals who want to start working with AI and language models on private data, especially those with a basic knowledge of Python.

**When?** June 30, 2026, 13:00–15:00 **Where?** Kraków (Klaster Innowacji Zabłocie) / online (Zoom) Language: English Duration: 2 hours The workshop will be led by experts from ACC Cyfronet AGH.

 [Register today and explore how to work with LLMs on PLGrid infrastructure](https://events.plgrid.pl/event/130/)

![plgrid-forge-2026](https://www.cyfronet.pl/user/pages/10.training/19.private-data-inference-on-plgrid-infrastructure-06-2026/plgrid-forge-2026.jpg "plgrid-forge-2026")

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