Start With Total Duration
Calculate the full playlist length, then decide whether to watch at 1x, 1.25x, or 1.5x based on how dense the topic is.
Set a Daily Watch Budget
A 12-hour course watched at 1.25x needs about 9 hours and 36 minutes of viewing time. At 45 minutes per day, that is about 13 days before time for notes and exercises.