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The first neural network that we should build should be a Conv1D network that takes as inputs
X_train = the one-hot encoded sequences of proteins we want to use for training
y_train = if they belong or not to a single term we want to build this classifier for (this will be a binary classifier)
X_val = the one-hot encoded sequences of proteins we want to use for validation
y_val = if they belong or not to that a single term
It should then create a keras model with parameterizable layers. The input_shape will be always (x, 20) being x the max protein length allowed (and 20 the size of the one-hot encoding vector per position) and the output layer should always have 2 classes (belongs to the term or not).
we should pass as parameters a list of keras.layer objects to the class we're building and it will construct the model, but the first and last layer should be done by the constructor.
The text was updated successfully, but these errors were encountered:
The first neural network that we should build should be a Conv1D network that takes as inputs
X_train = the one-hot encoded sequences of proteins we want to use for training
y_train = if they belong or not to a single term we want to build this classifier for (this will be a binary classifier)
X_val = the one-hot encoded sequences of proteins we want to use for validation
y_val = if they belong or not to that a single term
It should then create a keras model with parameterizable layers. The
input_shape
will be always(x, 20)
beingx
the max protein length allowed (and 20 the size of the one-hot encoding vector per position) and the output layer should always have 2 classes (belongs to the term or not).I.e. if we want to build this model:
we should pass as parameters a list of
keras.layer
objects to the class we're building and it will construct the model, but the first and last layer should be done by the constructor.The text was updated successfully, but these errors were encountered: