ICMLA 2020 aims to bring together researchers and practitioners to present their latest achievements and innovations in the area of machine learning (ML) and Deep Learning (DL). The conference provides a leading international forum for the dissemination of original research in ML and DL, with emphasis on applications as well as novel algorithms and systems. Following the success of previous ICMLA conferences, the conference aims to attract researchers and application developers from a wide range of ML and DL related areas. The recent emergence of Big Data processing brings an urgent need for machine learning and deep learning to address these new challenges. The conference will cover both machine learning and deep learning theoretical research and their applications. Contributions describing machine learning and deep learning techniques applied to real-world problems and interdisciplinary research involving machine learning, in fields like medicine, biology, industry, manufacturing, security, education, virtual environments, games, are especially encouraged.