ir

Value Members

1. package deep

   

   A Neural Network implementation with Scala, Breeze & Spark

   A Neural Network implementation with Scala, Breeze & Spark

   Example:

   1. // Define 2 -> 4 -> 1 Layered, Fully connected network.
             val net = Network(Sigmoid, 2, 4, 1)
      
              // Define Manipulation Type. VectorType, AEType, RAEType, and URAEType.
              val operation = new VectorType(
                 corrupt = GaussianCorruption(variance = 0.1)
              )
      
             // Define Training Style. SingleThreadTrainStyle vs DistBeliefTrainStyle
              val style = new SingleThreadTrainStyle(
                net = net,
                algorithm = new StochasticGradientDescent(l2decay = 0.0001),
                 make = operation,
                param = SimpleTrainingCriteria(miniBatch = 8))
      
             // Define Trainer
             val train = new Trainer(
                style = style,
                stops = StoppingCriteria(maxIter = 100000))
      
             // Do Train
             train.train(set, valid)