Update xgboost_direct_marketing notebook example (aws#1191)

rizwangilani · web-flow · commit 128a49598fb9 · 2020-06-02T16:47:37.000-07:00
Update pandas as_matrix() method to the latest recommended to_numpy().
diff --git a/introduction_to_applying_machine_learning/xgboost_direct_marketing/xgboost_direct_marketing_sagemaker.ipynb b/introduction_to_applying_machine_learning/xgboost_direct_marketing/xgboost_direct_marketing_sagemaker.ipynb
@@ -122,6 +122,7 @@
    "outputs": [],
    "source": [
     "!wget https://sagemaker-sample-data-us-west-2.s3-us-west-2.amazonaws.com/autopilot/direct_marketing/bank-additional.zip\n",
+    "!apt-get install unzip -y\n",
     "!unzip -o bank-additional.zip"
    ]
   },
@@ -569,7 +570,7 @@
     "\n",
     "    return np.fromstring(predictions[1:], sep=',')\n",
     "\n",
-    "predictions = predict(test_data.drop(['y_no', 'y_yes'], axis=1).as_matrix())"
+    "predictions = predict(test_data.drop(['y_no', 'y_yes'], axis=1).to_numpy())"
    ]
   },
   {

Original file line number	Diff line number	Diff line change
`@@ -122,6 +122,7 @@`
`122`	`122`	`"outputs": [],`
`123`	`123`	`"source": [`
`124`	`124`	`"!wget https://sagemaker-sample-data-us-west-2.s3-us-west-2.amazonaws.com/autopilot/direct_marketing/bank-additional.zip\n",`
	`125`	`+ "!apt-get install unzip -y\n",`
`125`	`126`	`"!unzip -o bank-additional.zip"`
`126`	`127`	`]`
`127`	`128`	`},`
`@@ -569,7 +570,7 @@`
`569`	`570`	`"\n",`
`570`	`571`	`" return np.fromstring(predictions[1:], sep=',')\n",`
`571`	`572`	`"\n",`
`572`		`- "predictions = predict(test_data.drop(['y_no', 'y_yes'], axis=1).as_matrix())"`
	`573`	`+ "predictions = predict(test_data.drop(['y_no', 'y_yes'], axis=1).to_numpy())"`
`573`	`574`	`]`
`574`	`575`	`},`
`575`	`576`	`{`