"Inventors Lab: AI and Machine Learning" by The Cooper Union is a workshop that offers an introduction to the fundamentals of machine learning, a field also known as artificial intelligence. Over the course of four weeks, from mid-October to November, participants will delve into the inner workings of machine learning by developing real-world applications. The workshop is designed for high school students, specifically those in grades 9 to 12, residing and attending school in the five boroughs of New York City. Especially encouraged to participate are those students who have not had previous experience in engineering or don't have access to engineering at their school. The application deadline for this workshop is mid-September. This in-person workshop takes place on Saturdays, offering an engaging and practical learning experience. Although specific instructor information is not provided, the program is created by The Cooper Union, an institution known for its strong commitment to education, creativity, and social justice. Upon completion of the workshop, participants will have a foundational understanding of machine learning and will have gained practical experience by creating applications that solve real-world problems. This hands-on learning opportunity not only equips students with crucial skills in the rapidly advancing field of AI but also encourages them to question and explore the technology's underlying mechanisms.