Manoj Tumu, a machine learning engineer at Meta, advises aspiring professionals to prioritize gaining practical experience through internships. He emphasizes that a strong resume highlighting experience is key to landing interviews, even without referrals. Tumu also stresses the importance of thoroughly preparing for behavioral interviews by aligning responses with company values.