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ezrafielding/README.md

Ezra Fielding

LinkedIn GitHub X

Hi there! I'm Ezra, a Master of Electrical and Space Systems Engineering student at Kyushu Institute of Technology. I am interested in applying ML and AI techniques to nanosatellites.

Projects

  • VERTECS Nanosatellite Project - This mission seeks to investigate star formation history by observing the cosmic background radiation using a 6U-size nanosatellite with a small-aperture telescope.
  • GalaxyClassification - Attempting to classify galaxy morphology using various supervised and unsupervised machine learning techniques.

Education

Publications

  • Keenan A. A. Chatar, Ezra Fielding, Kei Sano, and Kentaro Kitamura "Data downlink prioritization using image classification on-board a 6U CubeSat", Proc. SPIE 12729, Sensors, Systems, and Next-Generation Satellites XXVII, 127290K (19 October 2023); doi: 10.1117/12.2684047.
  • E. Fielding, C. N. Nyirenda and M. Vaccari, "The Classification of Optical Galaxy Morphology Using Unsupervised Learning Techniques," 2022 International Conference on Electrical, Computer and Energy Technologies (ICECET), 2022, pp. 1-6, doi: 10.1109/ICECET55527.2022.9872611.
  • E. Fielding, C. N. Nyirenda and M. Vaccari, "A Comparison of Deep Learning Architectures for Optical Galaxy Morphology Classification," 2021 International Conference on Electrical, Computer and Energy Technologies (ICECET), 2021, pp. 1-5, doi: 10.1109/ICECET52533.2021.9698414.

Contact

Feel free to reach out to me on X or LinkedIn.

Pinned

  1. PrioriSat PrioriSat Public

    Natural Language Satellite Image Downlink Prioritization

    Jupyter Notebook 1

  2. GalaxyClassification GalaxyClassification Public

    BSc Honours Project: The Classification of Optical Galaxy Morphologies Using Unsupervised Learning Techniques

    Jupyter Notebook 3 1

  3. galaxy-cluster galaxy-cluster Public

    Clustering methods for galaxy morphology classification

    Jupyter Notebook 5 6

  4. zoobot-arch-comp zoobot-arch-comp Public

    A Comparison of Deep Learning Architectures for Optical Galaxy Morphology Classification

    Python 1

  5. BotPath BotPath Public

    The multi-robot path planning problem is the problem of finding optimal (or close to optimal) paths for n robots simultaneously without collisions where each robot has a designated start and goal s…

    Python 4

  6. easyTello easyTello Public archive

    An easy to use library to support DJI Tello scripting in Python 3

    Python 80 31