The top recommended personal finance books for beginners in 2024 include "The Psychology of Money" by Morgan Housel, "A Random Walk Down Wall Street" by Burton G. Malkiel, and "The Financial Diet" by Chelsea Fagan and Lauren Ver Hage. These books provide comprehensive guides on money management, investing, and achieving financial independence.