Why convexity is important in Machine Learning?

Table of ContentsKey-TakeawaysIntroductionMaking use of convexity in Machine Learning modelsWhy convexity is important in Machine LearningReal life ApplicationsQuizKey-takeaways

Convexity is important in ML because:

Optimization problems have a single global minimum.It ensures that any local minimum is also the global minimum.It often leads to more robust and stable optimization.Optimization algorithms will converge to the optimal solution.Convex functions are easier to analyze mat...