Mathematics, Optimization, Data Science, Machine Learning, Duality.
This is because if statement 2 is false in that case, then statement 1 must be true from the above statement. Since statement 1 cannot be both true and false at the same time, statement 2 must indeed be true. Astute readers will recognize that this is yet another proof by contradiction. Step 1: