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##Bird Species Classification

####Hardware / OS

  • M3.2XLarge instance on Amazon EC2
    • 8 virtual cpu
    • 26 gb ram
    • Intel Xeon E5-2670
  • Ubuntu 12.04, 64 bit, Server Edition

####Dependencies

  • numpy/scipy
  • pandas
  • scikit-learn

####Installation Instructions (from fresh EC2 instance)

  1. sudo apt-get update
  2. sudo apt-get install git
  3. sudo apt-get install python-pip python-dev build-essential libblas-dev liblapack-dev gfortran
  4. sudo pip install virtualenv
  5. git clone git@github.com:mattwescott/bird-recognition.git
  6. cd bird-recognition
  7. Get the data
  8. Edit paths in SETTINGS.json to point to the data
  9. virtualenv venv
  10. source venv/bin/activate
  11. pip install -r requirements.txt

####Generate Kaggle submission

  • python create_submission.py (~4 hours runtime)

####Predict on new test set

  • Not implemented

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2nd Place Model for Kaggle Competition

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