View source for Machine learning models/Production/Serbian Wikipedia goodfaith edit


{{Model card ORES goodfaith edit
|language=Serbian
|project=Wikipedia
|confusion_matrix={{{!}} class='wikitable'
!Label!!n!!~True!!~False
{{!}}-
{{!}}True{{!}}{{!}}117104{{!}}{{!}}117008{{!}}{{!}}96
{{!}}-
{{!}}False{{!}}{{!}}146{{!}}{{!}}71{{!}}{{!}}75
{{!}}}
|sample_rates={{{!}} class='wikitable'
!Rate!!Sample!!Population
{{!}}-
{{!}}sample{{!}}{{!}}0.999{{!}}{{!}}0.001
{{!}}-
{{!}}population{{!}}{{!}}0.996{{!}}{{!}}0.004
{{!}}}
|performance={{{!}} class='wikitable'
!Statistic!!True!!False
{{!}}-
{{!}}match_rate{{!}}{{!}}0.997{{!}}{{!}}0.003
{{!}}-
{{!}}filter_rate{{!}}{{!}}0.003{{!}}{{!}}0.997
{{!}}-
{{!}}recall{{!}}{{!}}0.999{{!}}{{!}}0.514
{{!}}-
{{!}}precision{{!}}{{!}}0.998{{!}}{{!}}0.706
{{!}}-
{{!}}f1{{!}}{{!}}0.999{{!}}{{!}}0.595
{{!}}-
{{!}}accuracy{{!}}{{!}}0.997{{!}}{{!}}0.997
{{!}}-
{{!}}fpr{{!}}{{!}}0.486{{!}}{{!}}0.001
{{!}}-
{{!}}roc_auc{{!}}{{!}}0.994{{!}}{{!}}0.987
{{!}}}
|model_architecture=<syntaxhighlight lang='json'>
{
    "type": "GradientBoosting",
    "params": {
        "scale": true,
        "center": true,
        "labels": [
            true,
            false
        ],
        "multilabel": false,
        "population_rates": null,
        "ccp_alpha": 0.0,
        "criterion": "friedman_mse",
        "init": null,
        "learning_rate": 0.01,
        "loss": "deviance",
        "max_depth": 5,
        "max_features": "log2",
        "max_leaf_nodes": null,
        "min_impurity_decrease": 0.0,
        "min_impurity_split": null,
        "min_samples_leaf": 1,
        "min_samples_split": 2,
        "min_weight_fraction_leaf": 0.0,
        "n_estimators": 500,
        "n_iter_no_change": null,
        "presort": "deprecated",
        "random_state": null,
        "subsample": 1.0,
        "tol": 0.0001,
        "validation_fraction": 0.1,
        "verbose": 0,
        "warm_start": false
    }
}
</syntaxhighlight>
|model_output_schema=<syntaxhighlight lang='json'>
{
    "title": "Scikit learn-based classifier score with probability",
    "type": "object",
    "properties": {
        "prediction": {
            "description": "The most likely label predicted by the estimator",
            "type": "boolean"
        },
        "probability": {
            "description": "A mapping of probabilities onto each of the potential output labels",
            "type": "object",
            "properties": {
                "true": {
                    "type": "number"
                },
                "false": {
                    "type": "number"
                }
            }
        }
    }
}
</syntaxhighlight>
|model_input=https://ores.wikimedia.org/v3/scores/srwiki/1234/goodfaith
|model_output=<syntaxhighlight lang='json'>
{
    "srwiki": {
        "models": {
            "goodfaith": {
                "version": "0.5.1"
            }
        },
        "scores": {
            "1234": {
                "goodfaith": {
                    "score": {
                        "prediction": true,
                        "probability": {
                            "false": 0.001053979184948317,
                            "true": 0.9989460208150517
                        }
                    }
                }
            }
        }
    }
}
</syntaxhighlight>
}}