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Neural Networks for Feature Analysis

Daksh, Mayank, Katie

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Motivation

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This Week

Testing with complicated patterns

Random

Bias(3°)

10,000 Samples - 50% accuracy😭

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What could have gone wrong 🤔

  • Sample size too small

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  • Problem in our datasets

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  • Executing the Software stack

Bias 3° ➡️ 30°

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With New Bias

Random

Bias

10,000 Samples - 93% accuracy

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Automation

  • Single script
    • Generate datasets
    • Train model on datasets
    • Log accuracy vs bias

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Automation

  • Single script
    • Generate datasets
    • Train model on datasets
    • Log accuracy vs bias

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Automation

  • Single script
    • Generate datasets
    • Train model on datasets
    • Log accuracy vs bias
  • Generation + training takes hours
  • Run the script overnight😴