Building a Basis for Budgie Behavior

Ariel Feldman

Advised by Mert Sabuncu and Jesse Goldberg

Neural correlates of vocalization

Why can't we just watch them?

  • Higher timescale and spatial resolution
  • More data at a time!
  • Budgie comfort
  • Exact correlations

Interpreting our data

Interpreting our data

Supervision & why we don't want it

Supervised Learning

Unsupervised Learning

  • Human labeled dataset
  • Necessary for specifying output shape
  • Throw unlabeled data into a network
  • Want to uncover natural patterns in data

Unsupervised it is!

  • Incredibly time consuming in preprocessing
  • Time consuming to explore architectures

The pipeline

Identify patterns

Quantify distributions

Correlate with neural activity

Acknowledgements

Eugene Kim

Matthew Pool

Mert Sabuncu

Jesse Goldberg

NeuroNex 2019

By Ariel Feldman

NeuroNex 2019

Final presentation for Cornell NeuroNex REU program

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