Which of the following algorithms use the differential equations to check how the cost function of prediction is changing?Select an option Clear ResponseK-MeansNeural NetworkGradient DescentRegression
Question
Which of the following algorithms use the differential equations to check how the cost function of prediction is changing?Select an option Clear ResponseK-MeansNeural NetworkGradient DescentRegression
Solution
The algorithm that uses differential equations to check how the cost function of prediction is changing is Gradient Descent.
Here's a step-by-step explanation:
- Gradient Descent is an optimization algorithm that's used to minimize some function by iteratively moving in the direction of steepest descent as defined by the negative of the
Similar Questions
22. When training a neural network, the goal is to minimize the cost function which quantifies the difference between the actual and the predicted values in the training sample. Which algorithm is used to achieve this?Back propagationFeed forwardRectified Linear UnitModified Rectified Linear UnitTransformers
Gradient Descent can help find the global minimum of a cost function.Group of answer choicesTrueFalse
Differential cost
Problem statementSend feedbackYou run gradient descent for 20 iterations with α=0.3 and compute cost function after each iteration. You find that the value of cost function decreases slowly and is still decreasing after 20 iterations. Based on this, which of the following conclusions seems most plausible ?
The ______________ technique is used to adjust the weights in a neural network to minimize the cost function.
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