Convolutional neural networks and image processing

Course code: MLCNNI

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, what are the intuitions behind its’ functionality, and gradually, through simple examples, we’ll come to the models that are 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.

155 EUR

188 EUR including VAT

The earliest date from 08.11.2022

Selection of dates
daniel
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+420 731 175 867 edu@edutrainings.cz

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Course dates

Starting date: 08.11.2022

Type: Virtual

Course duration: 1 day

Language: en

Price without VAT: 155 EUR

Register

Starting date: 08.11.2022

Place : Praha

Type: In-person

Course duration: 1 day

Language: en

Price without VAT: 155 EUR

Register

Starting date: Individual

Type: Individual

Course duration: 1 day

Language: cz

Price without VAT: 155 EUR

Register

Starting
date
Place
Type Course
duration
Language Price without VAT
08.11.2022 Virtual 1 day en 155 EUR Register
08.11.2022 Praha In-person 1 day en 155 EUR Register
Individual Individual 1 day cz 155 EUR Register
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Course structure

  • Back to the history
  • What the convolution is and why it works
  • TensorFlow (designing a simple convolutional neural network)
  • Practical classification task with the Fashion MNIST data set.
  • Experiments with the MSCOCO and ResNet data sets
  • Visualisations using TensorBoards
  • Image classification
  • How to deal with noisy data?

Prerequisites

  • 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

Do you need advice or a tailor-made course?

daniel

Daniel Šťastný

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