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.

​Registration is over

 

The program for Deep Layers 2022 can be downloaded here

In general, we will talk about these topics: (when presenters allowed us to do so, we included links to their colabs/PDF/PPTX files)

 

• September 20th - Machine learning tutorials (in Python language)
• - Morning blocks (start: 9:30): Introduction to the machine learning, how to treat & check your data, fast & easy-to-use ML methods. Presentations:Introduction & Data Treatment and Model Training in PDF. Colab notebooks: Part 1 (Data Treatment) and Part 2 (Basic Modelling)
• - Lunch (provided)
• - Afternoon blocks (end: 15:15): Introduction to Deep Learning for newbies: layers types, basic architectures and final DL tutorials. Presentation: Introduction to Deep Neural Networks by P. Nejedly; Data Preprocessing for DL by J. Pavlus. Colab notebooks: Cats and Dogs (K. Pijackova) and Cells (F. Lux)

 

• September 21st - Machine learning applications
• - Morning block 1 (start: 9:30): Deep learning in Actual Life by A. Novozamsky. Speech Separation and Generative Adversial Networks by J. Pavlus.
• - Poster session
• - Morning block 2 - Deep learning & neuroscience: Neuroscience vs AI by P. Nejedly; Not Enough Data I by Z. Koscova; Not Enough Data II by A. Ivora.
• - Lunch (provided)
• - Afternoon block (end: 15:20) - Deep learning in image classification and image reconstruction: Chromosome Segmentation and Classification by K. Pijackova; Identifying Female Birds Using the Appearance of Their Eggs and Deep-learning by M. Sulc; DeFMO: Deblurring and Shape Recovery of Fast Moving Objects and 3D Reconstruction of Motion-blurred Objects and by D. Rozumnyi. And in the end, something extra realated to the human perception!

 

 

Venue

Institute of Scientific Instruments of the Czech Academy of Sciences

Kralovopolska 147

Brno

Czech Republic

616 64

 

 

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