Optimization and Gradient Descent in Machine Learning | Explained Clearly
44:55
YouTubeTanmoy Learning Lab
Optimization and Gradient Descent in Machine Learning | Explained Clearly
Optimization is at the heart of how machine learning models learn. In this video, I explain optimization and gradient descent in machine learning with clear intuition and simple explanations. We explore how models minimize loss functions using derivatives and step-by-step gradient updates. Topics covered: • What is optimization in machine ...
602 views3 months ago
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Most people think Machine Learning is magic but it is actually pure Gradient Descent logic. This Optimization technique is the fundamental engine that trains every high-performing AI model today. Imagine your model’s total error is a giant mountain range. To reach peak performance you must find the lowest point in the valley. We calculate a "gradient" to find the steepest path upward. Then we do the exact opposite and move downward. By slightly tweaking one internal setting at a time while keepi
1:29
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Most people think Machine Learning is magic but it is actually pure Gradient
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