Resetting the BIOS on a Canaima EF10MI2 without a keyboard is possible using a jump pin or a USB drive. While these methods require technical expertise and caution, they can help resolve issues related to BIOS corruption or incorrect settings. It is essential to follow the correct procedures and take necessary precautions to avoid damaging the motherboard or losing data.