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Mathematics: Can the result of a derivative for the Gradient Descent consist of only one value?

Data Science Asked on December 11, 2021

I have a problem of a task using the formula of the Gradient Descent:

Gradient Descent

Perform two steps of the gradient descent towards a local minimum for the function given below, using a step size of 0.1 and an initial value of [1, 1]

Formula

I only get as result of the derivative 0.4×1, because x2 does not exist.
Is this correct or should the result for the derivative be (0.4, 0)?

Note: Sorry, if my equation of the derivative is bad. I’m not a mathematician. Please, correct me, if my equation is absolutely wrong.

One Answer

Gradient, g(x) = 0.4*x

At [x1 = 1], Gradient,
g(1) = 0.4

x2 = x1- step*gradient
=>x2 = 1 - 0.1*0.4
=>x2 = 0.96

At [x2 = 0.96], Gradient,
g(0.96) = 0.4*0.96 = 0.384
=> x3 = 0.96 - 0.1*0.384 = 0.9216

Continue following the same steps and will reach near the minima.

Answered by 10xAI on December 11, 2021

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