CN7023: Design, implement and deploy a deep learning based custom image multi-class classifier

Published: 12 Mar, 2025
Category Assignment Subject computer science
University University of East London Module Title CN7023 Artificial Intelligence & Machine Vision

Task

Design, implement and deploy a deep learning based custom image multi-class classifier. Write a research report of 5000 words in the style of a research paper, including the following:

  • The research question(s) you are exploring and the experiments you designed to address these question(s).
  • A clear presentation of the methods (implementation, architectures, hyper parameters.) that were used, an outline of how they were deployed, and a justification of your decisions.
  • A clear presentation of results, discussion and interpretation of results and conclusions.
  • Please follow the marking scheme and to ensure your report includes all required sections.

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Datasets

Here are some online dataset repositories, or come up with your own:

  • UCI KDD Archive : http://kdd.ics.uci.edu/
  • UCI Machine Learning Repository:
  • NIST Handprinted Forms and Characters Database https://www.nist.gov/srd/nist-special-database-19
  • The mixed National Institute of Standards and Technology (MNIST) data set https://msdn.microsoft.com/en-us/magazine/dn754573.aspx
  • CIFAR-10: http://groups.csail.mit.edu/vision/TinyImages/

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