Machine Learning, Data Science, Optimization, Gradient Descent, Convexity.
there exist two points x, y such that the line segment joining f(x) and f(y), is below the curve of the function f. This causes the loss of convexity of the epigraph (as seen in the red-figure above on the right ). This means that every line segment drawn on this graph is not always equal to or