From ba9cfd4a47f82f0021785d3434e1088f61ad5db6 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Istv=C3=A1n=20Zolt=C3=A1n=20Szab=C3=B3?= Date: Tue, 23 Feb 2021 11:34:21 +0100 Subject: [PATCH] [DOCS] Adds screenshot and short explanation on ROC curve in classification example (#1585) --- .../flightdata-classification.asciidoc | 10 ++++++++++ .../images/flights-classification-roc-curve.jpg | Bin 0 -> 37509 bytes 2 files changed, 10 insertions(+) create mode 100644 docs/en/stack/ml/df-analytics/images/flights-classification-roc-curve.jpg diff --git a/docs/en/stack/ml/df-analytics/flightdata-classification.asciidoc b/docs/en/stack/ml/df-analytics/flightdata-classification.asciidoc index 3a1b679d7..41cd86e84 100644 --- a/docs/en/stack/ml/df-analytics/flightdata-classification.asciidoc +++ b/docs/en/stack/ml/df-analytics/flightdata-classification.asciidoc @@ -618,6 +618,16 @@ the test data set. When you perform {classanalysis} on your own data, it might take multiple iterations before you are satisfied with the results and ready to deploy the model. +{kib} also provides the _receiver operating characteristic (ROC) curve_ as part +of the model evaluation. The plot compares the true positive rate (y-axis) to +the false positive rate (x-axis) for each class; in this example, `true` and +`false`. From this plot, the area under the curve (AUC) value is computed. It is +a number between 0 and 1. The higher the AUC, the better the model is at +predicting the classes correctly. + +[role="screenshot"] +image::images/flights-classification-roc-curve.jpg["Evaluation of a classification job in {kib} – ROC curve"] + You can also generate these metrics with the {ref}/evaluate-dfanalytics.html[{dfanalytics} evaluate API]. For more information about interpreting the evaluation metrics, see diff --git a/docs/en/stack/ml/df-analytics/images/flights-classification-roc-curve.jpg b/docs/en/stack/ml/df-analytics/images/flights-classification-roc-curve.jpg new file mode 100644 index 0000000000000000000000000000000000000000..506ed153b979cf8b1cafedaa5ef00b0ce3d66e05 GIT binary patch literal 37509 zcmce-2Ut_hw=TXZ(tDMz6hUc9mnzahM3i1dkSfxflpsiN0v{kC9i)Tw-n$4$hfoum z^n@BAB>(uGbI+0Ax%a#0-v9I5(G8nqXJ*!{HM7=w-xc&6dKI8hS5{L7u&@9?74r{3 zLjZRrZ#!!M(9{I(0RTV%;9@ZXH!ydYM*vwYrvJEC#^M2R{(c=B0K)75+<$-ODdzX@ zhUx9^&-~kO>}>4+@dUP2HqQUJ$MX37D0&}|cxLP5?&N0c(erUYHSTsG;io;s;{bFgKuLh*fo+9@#SUOoV&PC?p?d)~%*Z#e{%(JN z4D$mE8wd9W9zFpf5i#b0ItlJ+AVMNK`kM@lTz9y6?%op-6%&_uD5;>Rq^zQH1bE>)sIfS3XXkWRG z6VY*sK)B$)Mf+Q_|DIq$|5uXzhhYCH*8-pbVE^54urXS~!NF(>7t?Ow-}v3|3Gn}J z1pnTM{%*v-8|i;EG^P_QOdpsJ<6-`j65DI)gXIOQ~w9XuUSjgG`A@cd1gX$orLn1+sT%0z_7} zCFy&;I>f}@aV;$Ou`hfZTzF4VExYwBl5?5K6-)Q#qGr})1}y>(7d*?pD&}kF_Fn5; 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