Are there any general guidelines based on what kind of data/ shape of the data/ sequence of layers on how to choose some of the below parameter values:
- Number of units in hidden dense layers.
- number of filters in a Conv2D layer
- output_dim/embedding_dim in an embedding layer
- the units/lstm_dim in an LSTM layer
We can test any number and experiment with what works best, but what is a good starting point? can we use some features of our data or the shape of the layers before it to choose these values?