The Qiskit Global Summer School 2021 is a two-week intensive summer school designed to empower the next generation of quantum researchers and developers with the skills and know-how to explore quantum applications on their own. This second-annual course, made up of twenty lectures, five applied lab exercises, hands-on mentorship, and live Q&A sessions, focuses on developing hands-on experience and understanding of quantum machine learning.