Examples of 'loss function' in a sentence

Meaning of "loss function"

In mathematics and machine learning, a loss function is a mathematical function that measures the difference between the predicted values of a model and the actual values of a dataset. It quantifies the error or deviation of the model's predictions and is used to optimize the model during the training process
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  • A function which expresses numerically the loss produced by a decision or other event

How to use "loss function" in a sentence

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loss function
It is important for the loss function to be convex.
The loss function for the unlabeled images.
An optimization problem seeks to minimize a loss function.
The choice of a loss function is not arbitrary.
So the objective is to minimize the loss function.
This revised loss function can be solved via.
All that changes is the loss function.
The loss function for training example and the.
Minimizing the expectation of the loss function.
Assume the welfare loss function can be represented in a simplified fashion by.
We want to minimize the loss function.
The loss function is typically chosen to be a norm in an appropriate function space.
An example of this would be a zone quadratic loss function.
The loss function is applied to just a single training example like so.
What is the quality loss function.

See also

Stop loss function.
There is a lot of flexibility allowed in the choice of loss function.
Of the loss function.
Then you will only need one loss function.
Pinball loss function.
It generalizes them by allowing optimization of an arbitrary differentiable loss function.
It is for these reasons that a loss function is used for SVRc.
The mean squared error is an example of what is called a loss function.
The loss function also affects the convergence rate for an algorithm.
This is done by minimizing a loss function.
Giving such a loss function to the central bank is a perfect substitute for commitment.
An additive model to add weak learners to minimize the loss function.
This structure leads the logistic loss function to be sensitive to outliers in the data.
High accuracy means that you have optimized the loss function.
The prediction performance is evaluated by a loss function weighted by events frequency over time.
Y zero and then the second term defines the loss function.
The approach is based on a loss function derived from the generic imbalance penalty model.
The interesting feature of these systems is that a closed form loss function is not required.
Suppose we have a loss function like this and our gradient descent starts over here.
Why in logistic regression we like to use the loss function with this particular form.
Here is a prototypical loss function and the method for interation will be called gradient descent.
You can formulate hypotheses about the general nature and shape of the loss function.
The loss function establishes a relationship between expected recognizer error and competing reference pattern scoring differential.
Step size e n generally depends on the given HMMs and the parameters of the loss function.
The loss function of Taguchi better illustrates this concept.
The results support a symmetric loss function most clearly for the Ministry of Finance.
The loss function of Taguchi is the second part of philosophy.
Earlier I discussed the concept of a loss function.
The loss function can be described using a Euclidean distance function.
This function I called the loss function is a function you will.
The Huber loss function describes the penalty incurred by an estimation procedure f.
Threshold Variance of output gap Variance of infl ation Loss function.
Where is a loss function and N is the number of patients in the training set.
In isolated films, optical spectra and loss function coincide.
The quality loss function was first introduced in this form by Genichi Taguchi.

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