e-learning

Image classification in Galaxy with fruit 360 dataset

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Abstract

The classification of fruits and vegetables offers many useful applications such as

About This Material

This is a Hands-on Tutorial from the GTN which is usable either for individual self-study, or as a teaching material in a classroom.

Questions this will address

  • How to solve an image classification problem using convolutional neural network (CNN)?

Learning Objectives

  • Learn how to create a CNN using Galaxy's deep learning tools
  • Solve an image classification problem on fruit 360 dataset using CNN in Galaxy

Licence: Creative Commons Attribution 4.0 International

Keywords: Statistics and machine learning

Target audience: Students

Resource type: e-learning

Version: 8

Status: Active

Prerequisites:

  • Convolutional neural networks (CNN) Deep Learning - Part 3
  • Deep Learning (Part 3) - Convolutional neural networks (CNN)
  • Introduction to Galaxy Analyses

Learning objectives:

  • Learn how to create a CNN using Galaxy's deep learning tools
  • Solve an image classification problem on fruit 360 dataset using CNN in Galaxy

Date modified: 2024-07-09

Date published: 2021-12-01

Authors: Kaivan Kamali

Contributors: Kaivan Kamali

Scientific topics: Statistics and probability

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