Fundamentals of Deep Learning for Computer Vision (PTC course)

Europe/Prague
207 (VŠB - Technical University Ostrava, IT4Innovations building)

207

VŠB - Technical University Ostrava, IT4Innovations building

Studentská 6231/1B 708 33 Ostrava–Poruba Czech Republic
Description

Annotation

Explore the fundamentals of deep learning by training neural networks and using results to improve performance and capabilities.

During this day, you’ll learn the basics of deep learning by training and deploying neural networks. You’ll learn how to:

  • Implement common deep learning workflows, such as image classification and object detection,
  • Experiment with data, training parameters, network structure, and other strategies to increase performance and capability,
  • Deploy your neural networks to start solving real-world problems.

Upon completion, you’ll be able to start solving problems on your own with deep learning.

NVIDIA Deep Learning Institute (DLI) offers hands-on training for developers, data scientists, and researchers looking to solve challenging problems with deep learning.

This workshop contains lectures and hands-on exercises about fundamentals of Deep Learning for Computer Vision, to learn how to train and deploy a neural network to solve real-world problems.

The lectures are interleaved with many hands-on sessions using Jupyter Notebooks. The exercises will be done on a fully configured GPU-accelerated workstation in the cloud.

This event is a PRACE Training Centre (PTC) course, co-funded by the Partnership of Advanced Computing in Europe (PRACE). The main web page of the course is located on the PRACE Events Portal.

This training is organized by IT4Innovations National Supercomputing Center, which is a certified Nvidia DLI University Ambassador.

Target audience and Purpose of the course

Anyone interested in basics of deep learning. Upon completion, you’ll be able to start solving problems on your own with deep learning.

This course is only offered to academia (see details below in section Capacity and Fees).

About the tutor(s)

Georg Zitzlsberger is a research specialist for Machine and Deep Learning. He recently received his certification from Nvidia as a University Ambassador of the Nvidia Deep Learning Institute (DLI) program. This certification allows him to offer Nvidia DLI courses to academic users of IT4Innovations' HPC services.

Timetable

Available on the PRACE Events Portal.

Registration (only for academia)

Obligatory registration via the PRACE Events Portal and its registration form.

NVIDIA Deep Learning Institute

The NVIDIA Deep Learning Institute delivers hands-on training for developers, data scientists, and engineers. The program is designed to help you get started with training, optimizing, and deploying neural networks to solve real-world problems across diverse industries such as self-driving cars, healthcare, online services, and robotics.

Acknowledgement

This course is supported by the PRACE-5IP project – the European Union's Horizon 2020 research and innovation programme under grant agreement No. 730913 – and is sponsored by Nvidia as part of the Nvidia Deep Learning Institute (DLI) University Ambassador program.

This work was also supported by The Ministry of Education, Youth and Sports from the Large Infrastructures for Research, Experimental Development and Innovations project ”IT4Innovations National Supercomputing Center – LM2015070”.

Course flyer
Course materials
The agenda of this meeting is empty