Adding sequence generation / prediction models

apple / turicreate

Turi Create simplifies the development of custom machine learning models.

BSD 3-Clause "New" or "Revised" License

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Adding sequence generation / prediction models #2981

Open navanchauhan opened 4 years ago

navanchauhan commented 4 years ago

We know that CoreML supports RNNs so is there any way we can add support for sequence generation / prediction models?

Some examples being :-

Compact Prediction Tree Andrew NV’s implementation of his LSTM RNN

This could be used for Generating text, predicting sequences

If you can tell me how I should go about implementing this ( now that Turicreate uses TF it might be easier ) I might be able to work up a PR myself

TobyRoseman commented 4 years ago

Thanks @navanchauhan for the feature request. What specifically in this space, do you think is the most important problem that a new toolkit could solve?

navanchauhan commented 4 years ago

These are some sample use cases

Stock Market Prediction
Anomaly Detection. Given a sequence of observations, predict whether the sequence is like the rest or not
Text/Music Generation
Image Caption Generation
Text Summarisation
Given a set of coordinates, predicting the next coordinate

navanchauhan commented 4 years ago

I personally would use it for generating the next movement, given the data extracted from OpenPose/Posenet models