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

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):
Mar 3, 2026
—
Mar 3, 2026

Deep Dive – Enabling Innovation with AI in Health and Biomedicine

15:45 - 18:30 pm
SDSC @ Biopole, Route de la Corniche 17, 1010 Lausanne
Speaker(s):
Nov 27, 2025
—
Nov 27, 2025

ETH Industry Day 2025 @ Open-i

08:45 - 18:00
Kongresshaus Zürich | Zurich Convention Center, Claridenstrasse 5, 8002 Zurich
Speaker(s):
Oct 17, 2025
—
Oct 17, 2025

Study-a-thon: From Bits to Breakthroughs in Clinical AI Modeling

09:00 - 18:00
PROGR Kulturzentrum, Waisenhausplatz 30, 3011 Bern
Speaker(s):
Sep 11, 2025
—
Sep 12, 2025

Energy Data Hack Days 2025

08:00 - 18:00
FHNW Campus Brugg-Windisch, Switzerland
Speaker(s):
Nov 25, 2025
—
Nov 25, 2025

Open Pulse Mini Hackathon

09:00 - 15:00
EPFL, Lausanne, room BC05
Speaker(s):

Contact us

Would you like to explore how we can work together?

Our team of data scientists and professionals looks forward to engaging in impactful, results-driven collaborations with you.