Does anyone have any idea whether Google collects data that one supplies to Tensorflow? I mean it is open source, but it falls under their licences.
TensorFlow from Google - Data Security
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Doesn't TF actually also uses google's models from cloud? I'm pretty sure google uses cloud data to provide better models for TF.
I'd recommend you to stay away from it. Only by writing your models from scratch you will learn to do useful stuff with it long term. I can also recommend weka for java, it's open source and you can only look at the code of the models there an implement it yourself adjusting for your needs.
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You can read the whole code of TF. There is nothing there that sends any data, thus the answer is no, there is no data collection. TF is not a service but a library, thus having an open source gives you full guarantee whether anything "bad" is happening to your data.
I do not understand what do you mean by that. TensorFlow is released under Apache 2.0 license. There is no such thing as "their licences" (you mean Google?).