Deep Layers - a machine learning forum

Deep Layers forum will serve as a place to connect people, share knowledge, compare approaches and see how specific model architectures can help to solve particular tasks. The meeting is organized by a scientific group of Artificial Intelligence and Medical Technologies with the support of the Brno.AI cluster and with the finnacial support of Strategie AV21.

Price & registration

The forum is free of charge, but due to limited number of seats a registration is needed. The registration will open on late September.

Registration

Although the program for DL 2026 is in progress, the program of DL 2025 is available here.

Day 1 – November 3, 2026

Machine Learning and Deep Learning Tutorials for Beginners

09:30 – 09:40

Foreword by DeepLayers 2026 organizers — by F. Plesinger (ISI of the CAS, Brno, CZ)
09:40 – 10:25

Machine-learning Elements I: Data Treatment — by F. Plesinger (ISI of the CAS, Brno, CZ)
10:25 – 10:40

☕ Coffee break
10:40 – 11:25

Machine-learning Elements II: Basic Models — by M. Daňková (ISI of the CAS, Brno, CZ)
11:25 – 12:25

🍽️ Lunch (provided)
12:25 – 13:25

Deep-learning Elements I — by V. Hrtoňová (ISI of the CAS, Brno, CZ)
13:25 – 13:40

☕ Coffee break
13:40 – 14:25

Deep-learning Elements II — by J. Pavlus (ISI of the CAS, Brno, CZ)

Day 2 – November 4, 2026

Real-World Applications of Artificial Intelligence

09:30 – 10:00

AI Agents in 2026 — by P. Nejedly (ISI of the CAS, Brno, CZ)
10:00 – 10:30

ECG Synthesizer: VAE from design to implementation by R. Zbanek (ISI of the CAS, Brno, CZ)
10:30 – 10:45

☕ Coffee break
10:45 – 11:15

Localizing Epileptogenic Tissue Using a Distance-Aware Transformer Model
— by V. Hrtoňová (ISI of the CAS, Brno, CZ)
11:15 – 11:45

AI Factories: How to Access Them and What They Offer — by J. Novák (IT4Innovations, Ostrava, CZ)
11:45 – 12:45

🍽️ Lunch (provided)
12:45 – 13:15

To Be Specified — To be specified
13:15 – 13:45

ECG Analysis Using AI — by Z. Koščová (VDI Technologies/ISI of the CAS, Brno, CZ)
13:45 – 14:00

☕ Coffee break
14:00 – 14:30

BUT Speech@FIT: staying afloat in the era of LLMs and large pre-trained models by J. Černocký (FIT BUT, Brno, CZ)
14:30 – 15:00

To Be Specified — by J. Pavlus (ISI of the CAS, Brno, CZ)

Venue

Institute of Scientific Instruments of the Czech Academy of Sciences

Kralovopolska 147

Brno

Czech Republic

616 64