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Neural Networks for Feature Analysis

Daksh, Mayank, Katie

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Motivation

  • Does magnetism cause behavioral change?
    • Does it cause bees to behave differently?
    • Can bees sense magnetism?
  • Couple ways of answering that

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Motivation

Features, features, features!

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Motivation

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Our project

  • Beehive monitoring: Is there a difference?
  • Us: Can we even detect a difference

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Issues

  • ML stack: Same as Beehive Monitoring

dataset.tar

->frame.0.png

->frame.cls

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- Accuracy

- Confusion Matrix

Class 1

Class 2

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Last Week

  • Tarfiles for the model

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Simple Tests

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  • Black-White Frame Test ✅
  • Test in more complicated classes

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98% accuracy for these two classes!

.tar = (png,class,metadata)

Normal vs Inverted

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Next Step

Testing the model with Patterns

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- Clockwise/Anticlockwise Test