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Blake Downward

Data Wrangler and Analyst | Creator and Curator of AeroSonicDB | Applied Machine Learning and Data Science.

Blake Downward is the Managing Director at Fox Limbry Holdings Pty Ltd, a position he has held for approximately seven years. His professional background reflects a commitment to continual development and a diverse skill set, which he actively seeks to hone within his organization.123

In addition to his role at Fox Limbry Holdings, Downward has demonstrated engagement in the tech community, notably contributing to GitHub, which highlights his involvement in software development or related fields.23 His LinkedIn profile suggests that he is a highly motivated self-starter, emphasizing his dedication to personal and professional growth.1

Highlights

Nov 18 · linkedin

AeroSonicDB (YPAD-0523) Takes Flight 🎧✈️ Aviation and Machine Learning enthusiasts will be pleased to discover a brand new open-source dataset of low-flying aircraft sounds to play with.

Dataset Summary:

  • 12.4 hours of audio for training and testing
  • 625 samples of 301 unique aircraft
  • 14 non-acoustic labels to describe each aircraft (manufacturer, model, engine type, propeller model etc)
  • 6 additional hours of continuous urban soundscapes (with aircraft annotations) for validation and testing real-time applications

Get Started:

  • Download the dataset (Zenodo): https://lnkd.in/gyWJsTsU
  • Read the methodology (arXiv): https://lnkd.in/gt-wDGeC
  • Reproduce the results and train an acoustic aircraft detection model (GitHub): https://lnkd.in/gTrxEPY3

Special thanks to Jon Nordby who provided invaluable advice and support in bringing this dataset to life.

#aviation #machinelearning Adelaide Airport Limited

Aug 29 · linkedin

Had a lot of fun completing the Python Machine Learning Accelerator course from Elite Data Science. #python #datascience #machinelearning

Related Questions

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Blake Downward
Blake Downward, photo 1
Blake Downward, photo 2
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Location

Adelaide, South Australia, Australia