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Sorted by: 8. LSTM layer accepts a 3D array as input which has a shape of (n_sample, n_timesteps, n_features). Since the features of each timestep in your data is a (15,4) array, you need to first flatten them to a feature vector of length 60 and then pass it to your model: X_train = X_train.reshape(10000, 20, -1) # ...
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Snippet-1. Don't get tricked by input_shape argument here. Thought it looks like out input shape is 3D, but you have to pass a 4D array at the time of fitting the data which should be like (batch_size, 10, 10, 3).Since there is no batch size value in the input_shape argument, we could go with any batch size while fitting the data.. As you can notice the output shape is (None, 10, 10, 64).
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Conv1D class. 1D convolution layer (e.g. temporal convolution). This layer creates a convolution kernel that is convolved with the layer input over a single spatial (or temporal) dimension to produce a tensor of outputs. If use_bias is True, a bias vector is created and added to the outputs. Finally, if activation is not None, it is applied to ...
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