With the rapid development of machine learning and automation technology, medicine classification and recognition systems have become important applications in the medical field. Using the NuMicro® M55M1 series microcontroller evaluation board from Nuvoton, we can design efficient and accurate medicine classification and recognition systems. These systems assist medical professionals in quickly identifying pills, improving operational efficiency, and reducing errors. They also provide an additional safety mechanism during patient rounds and consultations, preventing accidental administration of the wrong medication. Furthermore, they enhance the safety for elderly individuals with declining vision when taking medication at home, effectively warn and remind them of any irregularities in their medication.