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Sinclair enforces strict deadlines and requires diligent self-study. Wadle’s lectures are criticized as unhelpful or confusing, requiring heavy independent work.[1, 2, +8]

Homework is challenging and time-consuming, but attending discussion sessions and collaborating with groups makes the class much easier to manage.[1, 2]

Historical reviews of Matthew Sinclair, Mikko Lipasti, Parmesh Ramanathan: Reviewers characterize the workload as intense, citing long group projects, dense online lectures, and difficult exams that require significant outside effort and preparation.[1, 2, 3]

The course involves significant coding and project work, with some reviews noting a heavy reliance on self-learning from datasheets. Exams can be tough, and the workload demands consistent effort and attention to detail.[1, 2, +3]

Historical reviews of Anthony Gregerson, Mikko Lipasti, Younghyun Kim: The semester project requires significant effort and early planning. Workload varies widely, with some noting overwhelming weekly assignments or challenging midterm coding exams.[1, 2, 3]

Homework and projects are described as easy but time-consuming, with one reviewer noting significant hours required for the project component.[1, 2]

Kangwook Lee's independent study is rated as difficult, requiring significant effort to achieve substantial learning outcomes in machine learning.[1]