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Adding image tasks evaluation examples #2566

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Aug 18, 2023
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Adding image tasks evaluation examples #2566

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7e55cf8
adding image classification evaluation examples
shubhamiit Aug 17, 2023
84fc0c8
updates for ME image task examples
rjaincc Aug 17, 2023
c0f8b0d
OD/IS eval sdk example updates
rjaincc Aug 17, 2023
da0d13f
comments addressed
shubhamiit Aug 18, 2023
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40 changes: 40 additions & 0 deletions ...dels/system/evaluation/image-classification/multiclass-classification/README.md
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## Multiclass Classification

### List of supported keyword arguments:

Note: The evaluation config is an optional configuration file that can be provided for model evaluation. If not provided, default values for the arguments below will be chosen based on the task type.

| Keyword Argument | Description | Type | Sample |
|:------------------------:|:-------------------------------------------------------------------------------|------------------|-----------------------------------------------------------------|
| metrics | List for subset of metrics to be computed. All supported metrics listed below. | list<str> | ["accuracy", "f1_score_micro", "average_precision_score_macro"] |

### List of supported metrics:

* log_loss
* average_precision_score_binary
* weighted_accuracy
* AUC_weighted
* f1_score_micro
* f1_score_binary
* precision_score_micro
* precision_score_binary
* recall_score_weighted
* f1_score_weighted
* confusion_matrix
* average_precision_score_micro
* recall_score_binary
* recall_score_macro
* average_precision_score_weighted
* AUC_binary
* matthews_correlation
* precision_score_macro
* accuracy
* average_precision_score_macro
* AUC_macro
* recall_score_micro
* balanced_accuracy
* f1_score_macro
* precision_score_weighted
* accuracy_table
* AUC_micro
* norm_macro_recall
3 changes: 3 additions & 0 deletions .../system/evaluation/image-classification/multiclass-classification/fridge-eval-config.json
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{
"metrics": ["average_precision_score_macro", "AUC_macro", "recall_score_macro", "average_precision_score_binary", "average_precision_score_micro", "AUC_binary", "recall_score_micro", "AUC_micro", "norm_macro_recall", "average_precision_score_weighted", "weighted_accuracy", "precision_score_micro", "f1_score_binary", "accuracy_table", "precision_score_macro", "f1_score_micro", "precision_score_weighted", "f1_score_weighted", "confusion_matrix", "recall_score_binary", "matthews_correlation", "log_loss", "accuracy", "precision_score_binary", "balanced_accuracy", "AUC_weighted", "f1_score_macro", "recall_score_weighted"]
}
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