Unleashing the Power of Gradient Descent: Dive into the World of Optimization Algorithms

: While gradient descent optimization algorithms have gained immense popularity, they are often treated as mysterious black-box optimizers due to the scarcity of practical explanations about their strengths and weaknesses. This article endeavors to equip readers with intuitive insights into the behavior of various algorithms, enabling them to harness their potential. Throughout this comprehensive overview, we explore diverse variants of gradient descent, address challenges, introduce prominent optimization algorithms, delve into parallel and distributed architectures, and explore additional strategies to optimize gradient descent. Prepare to unravel the enigmatic realm of gradient descent and unleash its true power