Binary Classification, Deep Learning

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I am trying to configure CNN, LSTM & hybrid CNN+LSTM model for a binary classification problem.

The data is video data of humans performing exercises.

I already have a running code but the results I'm getting on the validation set are very random. The code is in Python and using Tensorflow framework.

I am not sure if I went wrong in the data prep or something else and I need someone with relevant experience to guide me to make this work.

My deadline is very soon and I've been stuck at this for sometime.

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