Oct 9, 2026
Oct 9, 2026

Advanced LLM Applications and Agentic Systems - Training at EPFL

Design, deploy, and operate reliable AI systems at scale
9:00h-17:00h
EPFL, Lausanne, Switzerland
Courses & Workshops
SDSC Team:

Presentation

Large Language Models (LLMs) are increasingly used in real-world applications but designing reliable and scalable systems remains challenging. This 1-day workshop focuses on the practical development of LLM-based applications using Python. Participants explore key design patterns such as structured outputs, retrieval-augmented generation (RAG), tool integration, and agentic workflows, while also addressing engineering considerations such as evaluation, robustness, and cost control.

Main objectives

  • Understand the architectural components of modern LLM-based systems (structured output, APIs, context management, tool integration, …)
  • Implement structured outputs and simple agentic mechanisms in a real use case
  • Evaluate LLM system performance using appropriate metrics and testing strategies
  • Identify and mitigate common failure modes (hallucinations, prompt brittleness, cost inefficiencies)
  • Acquire practical guidelines for moving from prototype to production-ready systems

Topics covered

LLMs, history, terminology, and concepts / Structured outputs and tool calling – enabling LLMs to interact with external systems, extract structured data, and follow precise formats / Advanced techniques & Agent design patterns – RAG, reasoning loops, multi-agent systems, routing strategies workflows / Production considerations – evaluation frameworks, cost management, debugging strategies, and fail-safe mechanisms.

Details

Prerequisites

To make the most of this course, participants should have:
• Intermediate programming skills in Python
• Basic understanding of LLM applications

Participants are required to bring their own laptop for hands-on exercises and have to make sure that they can use Renku.

Course fee*

1,000 Swiss Francs

* 10% special discount for contributing members of EPFL Alumni and EPFL VPI partners, SDSC partners, EPFL AI Center and SNAI partners.

Programme

Other events

Nov 17, 2026
Nov 17, 2026

AI in Production: Introduction to MLOps - Training at EPFL

9:00h-17:00h
EPFL, Lausanne, Switzerland
Speaker(s):
May 28, 2027
Jun 25, 2027

AI for Decision Makers - Executive Course at EPFL

9:00h-17:00h
EPFL, Lausanne, Switzerland
Speaker(s):
Nov 27, 2026
Nov 27, 2026

AI Insights for Chief Executives

10:00 am - 17:00 pm
“Swiss AI Tower“ ETH Zürich, Andreasturm, Andreasstrasse 5, 8050 Zürich-Oerlikon
Speaker(s):
Jun 16, 2026
Jun 16, 2026

OpenPulse Community Rollout Workshop

09:30 - 13:30
SDSC offices at Biopôle, Lausanne
Speaker(s):
Mar 20, 2026
Mar 20, 2026

Zürcher KMU-KI-Programm: Ergebnisse & Prototypen

08:30 - 13:30
ETH "Swiss AI Tower" - Andreasturm, Andreasstrasse 5, 8050 Zürich-Oerlikon
Speaker(s):
May 7, 2026
May 8, 2026

The Energy Data Hackdays 2026 – Swiss Romande Edition

08:00 - 18:00
SDSC offices at Biopôle, Lausanne
Speaker(s):

Contact us

Let’s talk Data Science

Do you need our services or expertise?
Contact us for your next Data Science project!