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Convergence, Convergence ,Convergence is mantra of Data Science/AI, early Convergence of AI problem is greatest asset to any algorithm, always many problem in the field of mathematics , Statistics and Science and many other disciplines not able to solve because of with the constraint -boundary conditions of the domain,with the particular algorithm and its assumptions not able to satisfy with the limitation of computing power not able to resolve in decades or even rare situation in centuries. So Frank-Wolfe is an early convergence algorithm with mild assumptions that makes the greatest algorithm among other algorithms. Even without meeting the mildest assumption still about to get weak convergence guarantees. In my presentation I am only able to explore/provide only few Frank-Wolfe applications in my presentation, but there are so many applications/disciplines/ branches of Engineering/ Science are using Frank -Wolfe, in my opinion Frank-Wolfe is every Data Scientist/AI Scientist must know algorithm.