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The 2021 2nd International Conference on Machine Learning and Computer Application (ICMLCA 2021) is held on December 17-19, 2021. Due to the COVID-19 pandemic around the world, and with the strict travelling rules in China, it is still difficult to take international travel for our attendees abroad. Therefore, ICMLCA 2021 is held both in physical (Shenyang, China) and online (Zoom).This unique international conference provides a forum for academics, researchers and practitioners from many industries to exchange ideas and share recent developments in the fields of Machine Learning, Computer Application and Robotic. We provide an opportunity to collaborate and advance the theory and practice of major trends in related fields and as a bridge for scholars to share and inspire their opinion. During the conference, the conference model was divided into three sessions, including oral presentations, keynote speeches, and online Q&A discussion.