If you're serious about wanting to build muscle, walking will not be a sufficient strength training plan for your legs. Reminds me of those memes you see floating around with a picture of a guy who is all bulky up top but has teeny tiny legs with the caption - "friends don't let friends skip leg day" haha
Look into a program that has squats, deadlifts, etc. Don't neglect your legs
. Good luck!