Finally we managed to test the application for a real world situation. Check out the temperature forecasting folder in documents and downloads section of JNeuralNet home. It has a detailed project report on how such an application was built (along with the necessary mathematical background, not required..optional).
It marks a big achievement as the prediction has an average of 83% success rate on unknown data sets. More over using the JNNHelper tool this has been acheived in 5 mins (including training and analysis).
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