private void btnCreateNetwork_Click(object sender, EventArgs e)
{
btnCreateNetwork.Enabled = false;
UpdateControlStatus(btnCreateNetwork);
if (mMnistLoader == null)
{
lblDataLoaded.Text = "Loading data...";
UpdateControlStatus(lblDataLoaded);
LoadData();
}
lblDataLoaded.Text = "Data loaded, training network...";
UpdateControlStatus(lblDataLoaded);
CleanUpOldNetwork();
mNetwork = CreateNetwork();
Task.Factory.StartNew(() =>
mNetwork.SGD(
mMnistLoader.TrainingData,
(int)nudEpochs.Value,
(int)nudBatchSize.Value,
(float)nudLearningRate.Value,
mMnistLoader.TestData)
)
.ContinueWith(t => {
btnCreateNetwork.Enabled = true;
lblDataLoaded.Text = "Training Finished!";
}
, TaskScheduler.FromCurrentSynchronizationContext());
}