Single-variable calculus from first principles
Trigonometry sounds like triangles, but the version you need for ML is cleaner: it's about going round a circle. Picture a point traveling around a circle of radius 1 centered at the origin: the unit circle. As it moves, its shadow on each axis traces out the two functions that matter.
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▶ Trigonometric Functions