This book constitutes revised and extended selected papers of the 4th IEEE Colombian Conference, ColCACI 2021, which was held virtually in Colombia at the end of May 2021. The 14 full papers were carefully reviewed and selected from 22 submissions, and 6 of them were included in the volume. The papers are organized in topical sections on biomedical applications and alternative proposals and its applications.