DynaML v1.5.3-beta.1 Release Notes

Release Date: 2018-03-09 // about 6 years ago
  • โž• Additions

    Tensorflow Utilities

    ๐Ÿ“ฆ Package dynaml.tensorflow

    The dtfpipe object is created to house data pipelines and workflows around tensorflow primitives.

    • dtfpipe.gaussian_standardization performs Gaussian Scaling of the data and returns GaussianScalerTF objects, one each for the input and output data.
    • dtfpipe.minmax_standardization performs [0, 1] scaling of the features and ouputs, returning MinMaxScalerTF objects.

    Usage

    import io.github.mandar2812.dynaml.tensorflow.\_import org.platanios.tensorflow.api.\_val (inputs, outputs): (Tensor, Tensor) = ...val (scaledData, (features\_scaler, targets\_scaler)) = dtfpipe.gaussian\_standardization(inputs, outputs)
    

    ๐Ÿ“ฆ Package dynaml.tensorflow.utils

    ๐Ÿ“ฆ Package dynaml.tensorflow.layers

    Dynamical Systems: Continuous Time RNN

    The continuous time recurrent neural network; CTRNN, when discretised for a finite time horizon is represented as the computational layer FiniteTimeCTRNN.

    ๐Ÿ“ฆ Package dynaml.tensorflow.learn

    • โž• Added MVTimeSeriesLoss which helps quantify the average L2 loss over a finite time slice of a multivariate time series.