I tried method mentioned by merv but that didn't work even if I tried to force install wand (got the same error: imagemagick, which does not exist)
pip install (after activating a specific conda environment) did the trick as mentioned by API, after installing imagemagick from their site (https://imagemagick.org/script/download.php#windows)