Spurs drew 1-1 against the struggling Baggies after Jonas Olsson's easy tap-in cancelled out Christian Eriksen's stunning free-kick.
"The fans will be disappointed, obviously. I understand that," Sherwood said.
"We are at home and, with respect, against West Brom you should be winning.
"It's a game we should have won. We should have played better and we are capable of playing better.
"I thought we could be a bit more adventurous around the penalty box and show a little more guile."
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