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A Neural Network that can pass the verbal portion of a of the hardest DUI test law enforcement can muster!

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DUIBot

After watching a video of a field sobriety test I knew I had to build a neural network that could pass it!

Read Me

Design Considerations:

  • It should be able to go forward or backward through the alphabet depending on request.
  • It should be able to arbitrarily start and stop at any requested letter combination, i.e A-Z or F-B, etc…
  • DUI Bot’s output should be able to be used as it’s input.

With these considerations in mind I decided that the best way to proceed is to use a “Two-Hot” encoding representation.

Direction Neuron:

The first input neuron controls direction of alphabet recitation.

1 = Forward (like. A – Z )

-1 = Backward (like Z – A)

Alphabet Neurons:

All the remaining input neurons are a group and represent A – Z and only one letter input neuron may be set to “high” (1) at a time and the rest of neurons should be set “low” (-1).

DUI ANN

Results:

As you can see, DUI Bot can pass the “non-song-and-dance” portion of a sobriety test! 😛

DUI ANN Results

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A Neural Network that can pass the verbal portion of a of the hardest DUI test law enforcement can muster!

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