liota | Little IoT Agent is an open source project offering
kandi X-RAY | liota Summary
kandi X-RAY | liota Summary
Little IoT Agent (liota) is an open source project offering some convenience for IoT solution developers in creating IoT Edge System data orchestration applications. Liota has been generalized to allow, via modules, interaction with any data-center component, over any transport, and for any IoT Edge System. It is easy-to-use and provides enterprise-quality modules for interacting with IoT Solutions.
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QUESTION
I am building a tensorflow model which should give output as 0 or 1 in case of some parameters or features being exceeded. I have the training data set, and I have trained the model but the given a set of data the predictions are wrong. The accuracy of the model is being given as 94% still, the predictions are wrong. Thanks in advance for help. Here is the code:
...ANSWER
Answered 2017-Jun-28 at 13:44It does not seem like you split your training data to test your model on unseen data. If this is true, the 94% is only on your training data and your model has overfitted. You should test your accuracy on the 'validation set' (around 20% of your input data is usually representative enough, depending on your amount of data, of course) after each epoch and stop when the training accuracy keeps increasing and the validation accuracy decresing.
Edit after your commentIn case you did split the data, did you do it in a stratified way? Can you plot a distribution of your the classes in all the sets? These should be similar to each other. Take a look at StratifiedShuffleSplit from sklearn.
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