The loss of a NeuralNetwork is computed using the formula (Expected Ouput - Actual Output)^2 The mean of all these values across the output tensor is used when crunching down the loss to a single value. More...
Inheritance diagram for SmartEngine.NeuralNetworks.Loss:
Classes | |
| class | CInfo |
| Loss constructor info More... | |
Public Member Functions | |
| Loss (CInfo cinfo) | |
| float | GetLoss () |
| Returns the mean L2 loss using the current network and expected state More... | |
 Public Member Functions inherited from SmartEngine.NeuralNetworks.GraphNode | |
| Matrix | Execute () |
| Synchronously execute the graph. The returned matrix is read-only. More... | |
| IEnumerator | RetrieveOutputAsync () |
| Asynchronously execute the graph. The output of the graph can be retrieved with the LastExecutionResult property when the returned enumerator completes. More... | |
| Public Member Functions inherited from SmartEngine.Object | |
| void | AddRef () |
| Increments the internal reference count on this object. It is not common to use this method directly. More... | |
| void | Release () |
| Decrements the internal reference count on this object. It is not common to use this method directly. More... | |
| Public Member Functions inherited from SmartEngine.Disposable | |
| void | Dispose () |
| Cleans up any internal state. It is not safe to use an object after it has been disposed. More... | |
Additional Inherited Members | |
| Properties inherited from SmartEngine.NeuralNetworks.GraphNode | |
| string | Name [get] |
| Returns the name of the graph node. More... | |
| Matrix | LastExecutionResult [get] |
| Get the results of last execution of the graph. The returned matrix is read-only. More... | |
| int | OutputDimension [get] |
| Returns the dimension of a single row of this node's output. The Output property's length will be a multiple of this value. More... | |
Detailed Description
The loss of a NeuralNetwork is computed using the formula (Expected Ouput - Actual Output)^2 The mean of all these values across the output tensor is used when crunching down the loss to a single value.
Member Function Documentation
◆ GetLoss()
| float SmartEngine.NeuralNetworks.Loss.GetLoss | ( | ) |
Returns the mean L2 loss using the current network and expected state
- Returns
