From c766a4481526215057cac928d09d62319f290fe4 Mon Sep 17 00:00:00 2001 From: Charles Date: Mon, 10 Feb 2020 20:23:17 +0100 Subject: amend me --- logistic_regression_notebook.ipynb | 48 +++++++++++++++++++------------------- 1 file changed, 24 insertions(+), 24 deletions(-) (limited to 'logistic_regression_notebook.ipynb') diff --git a/logistic_regression_notebook.ipynb b/logistic_regression_notebook.ipynb index 9a9645a..b56ea55 100644 --- a/logistic_regression_notebook.ipynb +++ b/logistic_regression_notebook.ipynb @@ -26,7 +26,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -94,7 +94,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -127,7 +127,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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