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The Example-based Sensor Predictions (ESP) system applies machine learning to real-time sensor data.

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This may need to be done directly in ofApp, since FirmataStream can't inherit from BaseSerialInputStream.

component-streams
core

i.e. a way to get a call to a function like `prediction(label)` or `result(float[])` instead of having to do the serial parsing manually.

examples

I think we can check Classifier::getSupportsNullRejection().

ui
component-prediction

Instead of, say, replacing spaces with underscores while the user is typing the name.

component-training data
save-load

During training, the GRT DTW implementation picks one template from each class and only compares live data to those templates. It would be useful to show the user which sample...

ui
component-training data

For both confusion / overlap and impact / information gain. Needed for #267 and #264.

component-training data
core

Our current approach based on class likelihoods may not be the best for DTW. Maybe borrow the goodness score from MAGIC? This should probably be for both the confusion /...

component-training data
core

Currently, we have a generic classifier that's based on the information gain of the sample (i.e. the negative log of the probability of classifying the sample correctly). This can, I...

component-training data
core

http://jafari.tamu.edu/wp-content/uploads/2015/12/IEEESensorsPaper2014_10.pdf

examples

On the calibration tab, we may want to show (or enable) a button that takes the user to the training tab after they've finished collecting any needed calibration samples.

ui