CANCELED
| Start date: | 11 Sep 2023, 10:00 (CEST) | Entry level: | Basic | |
| End date: | 13 Sep 2023, 16:00 (CEST) | Subject area: | Machine learning | |
| Location: | ONLINE (Zoom) | Topics: | Deep learning for computer vision | |
| Language: | English | Target audience: | SMEs/industry, but everyone is welcome | |
| Price: | 360 € (including VAT) | Organizers: | VSC & EuroCC Austria & EIT |
Overview
This three-day Deep Learning for Computer Vision online training aims at professionals from all domains, who would like to learn about the fundamentals of Deep Learning and Computer Vision.
Participants learn all about the basic concepts of neural networks, which have become widely applicable since the increase in available compute power. This includes activation functions, loss functions and optimizers. However, we will not just cover fully connected dense layers, but also work with convolutional layers, pooling layers, and dropout layers amongst others.
Since it is not necessary to train a model all by oneself, we will be looking into transfer learning, where we use pre-trained models and adapt them to our problem. Other than that, we will also talk about segmentation and object tracking and about what else can be done in deep learning (DL), apart from computer vision.
On the last day of this online training, we will introduce VSC-5, Austria’s fastest supercomputer, with all its capabilities. Should participants also want to train their models on VSC-5, they have to provide us with a valid mobile phone number to get past the 2-factor authentication.
Agenda & Content
See Agenda & Content in the left menu for a detailed timetable and course content.
Entry level
Basic
Prerequisites
The participants are expected to have at least basic programming skills in Python.
Target audience
This course is developed mainly for SMEs/industry, but everyone is welcome.
This online training is created for:
- Professionals in all engineering disciplines with some programming experience
- Professionals in quality management with programming experience
- PProfessionals in machine maintenance with programming experience
Course format
This course will be delivered as a LIVE ONLINE COURSE (using Zoom).
Hands-on labs
The programming language of choice is Python with libraries such as Numpy, Pandas, Scikit-Learn, Matplotlib, Tensorflow and Keras.
The content is delivered with Jupyter notebooks on Google Colab, so participants should have a Google account in order to be able to participate fully.
Lecturer
Simeon Harrison (VSC Research Center, TU Wien and EuroCC Austria)
Language
English
Date, time, and location - CANCELED
11.–13.09.2023, 10:00 – 16:00 CEST, LIVE ONLINE COURSE (using Zoom)
Prices and eligibility
Price for the full course with certificate of attendance: 360 € (including VAT)
Registration
Registration and payments for this course are handled by our partner EIT Manufacturing CLC East:
Registration (EIT)
The participation links will be provided after the purchase and before the training.
The course material will be available for registered attendees at course start.
Organizers
This course is jointly organized by the VSC Research Center, TU Wien, EuroCC Austria, and EIT Manufacturing CLC East.
Acknowledgements
This course is partially funded by the EuroCC 2 project.
The project has received funding from the European High-Performance Computing Joint Undertaking (JU) under grant agreement No 101101903. The JU receives support from the Digital Europe Programme and Austria, Belgium, Bulgaria, Croatia, Cyprus, Czech Republic, Denmark, Estonia, Finland, France, Germany, Greece, Hungary, Iceland, Ireland, Italy, Latvia, Lithuania, Luxembourg, Montenegro, Netherlands, North Macedonia, Norway, Poland, Portugal, Romania, Serbia, Slovakia, Slovenia, Spain, Sweden, and Türkiye.
Additional funding for the project comes from the Austrian federal ministries BMBWF and BMK.
