The phrase "deterministic noise" refers to complexity in the target function that cannot be described by the hypothesis set.
is analogous to a vocabulary with each
being a word within that vocabulary. Removing words from the vocabulary,
, diminishes expressive capability; i.e., there are fewer things that can be described.