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In this video tutorial, we explain the basics of the batch gradient descent method. This method is also known as the steepest descent or gradient descent method in the optimization community. We also explain how to implement this method in Python from scratch. We also explain the physical meaning of the gradient descent method and how this method is used to optimize different cost functions.