Question: If in one step, a perceptron is adjusting the parameters according to some data sample with label , which of the following statements are correct?

If in one step, a perceptron is adjusting the parameters according to some data sample
with label
, which of the following statements are correct?
The linear function in the perceptron is defined by the model parameter vector
To simplify the discussion, we will overload the label
with numerical meaning:
marks the "positive" class to which a sample is assigned when
is positive, and
marks the "negative" class.
Now consider the update taking place in an individual step of model training
Group of answer choices
will decrease.
will increase.
will change to a direction where the training error over the training dataset decreases.
will change towards the same direction of
, i.e. it will increase if
is +1 and decrease if
is -1

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