The "Algorithms Studio" project explores a novel, studio-based approach to teaching an undergraduate course on computer algorithms. Inspired by the design studio commonly used in architecture education, the approach emphasizes conceptual design activities in which students use sketch-based algorithm visualization technology to create their own visual representations of the algorithms under study. They then discuss their representations with their peers and instructor within the context of regularly scheduled critique sessions. A diverse program of planned empirical studies will investigate the value and role of visualization technology in learning algorithms at the cognitive, social, and cultural levels.