Convolutional Neural Networks and Image Processing

MLC_CNIP
Duration 1 day
0 ITK points
2 terms
Praha (4 990 Kč)

Brno (on request)

Bratislava (200 €)

Our workshop is for people who are looking for hands-on experience with deep neural networks for image processing, but they didn’t have any real opportunity to do so yet. Through experiments, we will explore how and why such models work, the intuition behind its functionality, and gradually, through simple examples, we will come to the models commonly used in industry. We will focus on possible use cases for neural net’s internal semantic image representation and how to visualize neural net behavior in the most effective way.

Our workshop is for people who are looking for hands-on experience with deep neural networks for image processing, but they didn’t have any real opportunity to do so yet.

basic knowledge of programing in Python
high school level of mathematics
Basics of machine learning on the level of our course Introduction to machine Learning

VGG 16 and ResNet
Transfer learning and fine-tuning
Image classification
Batch normalization and data augmentation
U-net and Image segmentation
GANs and superresolution
Neural network explainability
Adversarial patch

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Convolutional Neural Networks and Image Processing

GOPAS Praha

GOPAS Brno

GOPAS Bratislava

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Convolutional Neural Networks and Image Processing

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GOPAS Praha

GOPAS Brno

GOPAS Bratislava

Business details