block6.csharp.cs

// build the network
var network = features
    .OneHotOp(10000, true)
    .Embedding(128)
    .TransposeAxes(new CNTK.Axis(1), new CNTK.Axis(0))
    .Convolution1D(32, 7, activation: CNTK.CNTKLib.ReLU)
    .Pooling(PoolingType.Max, new int[] { 5 }, new int[] { 5 })
    .Convolution1D(32, 7, activation: CNTK.CNTKLib.ReLU)
    .Pooling(PoolingType.Max, CNTK.NDShape.Unknown(), new int[] { 5 })
    .Dense(1, CNTKLib.Sigmoid)
    .ToNetwork();
Console.WriteLine("Model architecture:");
Console.WriteLine(network.ToSummary());

Console.WriteLine("Model architecture:");
Console.WriteLine(network.ToSummary());

// the rest of the code goes here...