New validation notebook: Validate an application scorecard model

.gitignore

@@ -191,6 +191,8 @@ lending_club_loan_data_*.csv
 
 # Pickle files
 *.pkl
+# Sample application scorecard model for validation notebook — do not remove!
+!notebooks/code_samples/model_validation/xgb_model_champion.pkl
 
 notebooks/llm/datasets/*.jsonl
 

notebooks/code_samples/capital_markets/quickstart_option_pricing_models.ipynb

@@ -82,7 +82,7 @@
     "\n",
     "### New to ValidMind?\n",
     "\n",
-    "If you haven't already seen our documentation on the [ValidMind Library](https://docs.validmind.ai/developer/validmind-library.html), we recommend you begin by exploring the available resources in this section. There, you can learn more about documenting models, find code samples, or read our developer reference.\n",
+    "If you haven't already seen our documentation on the [ValidMind Library](https://docs.validmind.ai/developer/validmind-library.html), we recommend you begin by exploring the available resources in this section. There, you can learn more about documenting models and running tests, as well as find code samples and our Python Library API reference.\n",
     "\n",
     "<div class=\"alert alert-block alert-info\" style=\"background-color: #f7e4ee; color: black; border: 1px solid black;\"><b>For access to all features available in this notebook, create a free ValidMind account.</b>\n",
     "<br></br>\n",

notebooks/code_samples/capital_markets/quickstart_option_pricing_models_quantlib.ipynb

@@ -120,7 +120,7 @@
     "\n",
     "### New to ValidMind?\n",
     "\n",
-    "If you haven't already seen our documentation on the [ValidMind Library](https://docs.validmind.ai/developer/validmind-library.html), we recommend you begin by exploring the available resources in this section. There, you can learn more about documenting models, find code samples, or read our developer reference.\n",
+    "If you haven't already seen our documentation on the [ValidMind Library](https://docs.validmind.ai/developer/validmind-library.html), we recommend you begin by exploring the available resources in this section. There, you can learn more about documenting models and running tests, as well as find code samples and our Python Library API reference.\n",
     "\n",
     "<div class=\"alert alert-block alert-info\" style=\"background-color: #f7e4ee; color: black; border: 1px solid black;\"><b>For access to all features available in this notebook, create a free ValidMind account.</b>\n",
     "<br></br>\n",

notebooks/code_samples/credit_risk/application_scorecard_demo.ipynb

@@ -86,7 +86,7 @@
     "<a id='toc1_2_'></a>\n",
     "\n",
     "### New to ValidMind?\n",
-    "If you haven't already seen our documentation on the [ValidMind Library](https://docs.validmind.ai/developer/validmind-library.html), we recommend you begin by exploring the available resources in this section. There, you can learn more about documenting models, find code samples, or read our developer reference.\n",
+    "If you haven't already seen our documentation on the [ValidMind Library](https://docs.validmind.ai/developer/validmind-library.html), we recommend you begin by exploring the available resources in this section. There, you can learn more about documenting models and running tests, as well as find code samples and our Python Library API reference.\n",
     "\n",
     "<div class=\"alert alert-block alert-info\" style=\"background-color: #B5B5B510; color: black; border: 1px solid #083E44; border-left-width: 5px; box-shadow: 2px 2px 4px rgba(0, 0, 0, 0.2);border-radius: 5px;\"><span style=\"color: #083E44;\"><b>For access to all features available in this notebook, create a free ValidMind account.</b></span>\n",
     "<br></br>\n",

notebooks/code_samples/credit_risk/application_scorecard_executive.ipynb

@@ -37,7 +37,7 @@
     "<a id='toc1_2_'></a>\n",
     "\n",
     "### New to ValidMind?\n",
-    "If you haven't already seen our documentation on the [ValidMind Library](https://docs.validmind.ai/developer/validmind-library.html), we recommend you begin by exploring the available resources in this section. There, you can learn more about documenting models, find code samples, or read our developer reference.\n",
+    "If you haven't already seen our documentation on the [ValidMind Library](https://docs.validmind.ai/developer/validmind-library.html), we recommend you begin by exploring the available resources in this section. There, you can learn more about documenting models and running tests, as well as find code samples and our Python Library API reference.\n",
     "\n",
     "<div class=\"alert alert-block alert-info\" style=\"background-color: #B5B5B510; color: black; border: 1px solid #083E44; border-left-width: 5px; box-shadow: 2px 2px 4px rgba(0, 0, 0, 0.2);border-radius: 5px;\"><span style=\"color: #083E44;\"><b>For access to all features available in this notebook, create a free ValidMind account.</b></span>\n",
     "<br></br>\n",

notebooks/code_samples/credit_risk/application_scorecard_full_suite.ipynb

@@ -37,7 +37,7 @@
     "<a id='toc1_2_'></a>\n",
     "\n",
     "### New to ValidMind?\n",
-    "If you haven't already seen our documentation on the [ValidMind Library](https://docs.validmind.ai/developer/validmind-library.html), we recommend you begin by exploring the available resources in this section. There, you can learn more about documenting models, find code samples, or read our developer reference.\n",
+    "If you haven't already seen our documentation on the [ValidMind Library](https://docs.validmind.ai/developer/validmind-library.html), we recommend you begin by exploring the available resources in this section. There, you can learn more about documenting models and running tests, as well as find code samples and our Python Library API reference.\n",
     "\n",
     "<div class=\"alert alert-block alert-info\" style=\"background-color: #B5B5B510; color: black; border: 1px solid #083E44; border-left-width: 5px; box-shadow: 2px 2px 4px rgba(0, 0, 0, 0.2);border-radius: 5px;\"><span style=\"color: #083E44;\"><b>For access to all features available in this notebook, create a free ValidMind account.</b></span>\n",
     "<br></br>\n",

notebooks/code_samples/credit_risk/application_scorecard_with_bias.ipynb

@@ -75,7 +75,7 @@
     "<a id='toc1_2_'></a>\n",
     "\n",
     "### New to ValidMind?\n",
-    "If you haven't already seen our documentation on the [ValidMind Library](https://docs.validmind.ai/developer/validmind-library.html), we recommend you begin by exploring the available resources in this section. There, you can learn more about documenting models, find code samples, or read our developer reference.\n"
+    "If you haven't already seen our documentation on the [ValidMind Library](https://docs.validmind.ai/developer/validmind-library.html), we recommend you begin by exploring the available resources in this section. There, you can learn more about documenting models and running tests, as well as find code samples and our Python Library API reference.\n"
    ]
   },
   {

notebooks/code_samples/credit_risk/application_scorecard_with_ml.ipynb

@@ -37,7 +37,7 @@
     "<a id='toc1_2_'></a>\n",
     "\n",
     "### New to ValidMind?\n",
-    "If you haven't already seen our documentation on the [ValidMind Library](https://docs.validmind.ai/developer/validmind-library.html), we recommend you begin by exploring the available resources in this section. There, you can learn more about documenting models, find code samples, or read our developer reference.\n",
+    "If you haven't already seen our documentation on the [ValidMind Library](https://docs.validmind.ai/developer/validmind-library.html), we recommend you begin by exploring the available resources in this section. There, you can learn more about documenting models and running tests, as well as find code samples and our Python Library API reference.\n",
     "\n",
     "<div class=\"alert alert-block alert-info\" style=\"background-color: #B5B5B510; color: black; border: 1px solid #083E44; border-left-width: 5px; box-shadow: 2px 2px 4px rgba(0, 0, 0, 0.2);border-radius: 5px;\"><span style=\"color: #083E44;\"><b>For access to all features available in this notebook, create a free ValidMind account.</b></span>\n",
     "<br></br>\n",

notebooks/code_samples/custom_tests/implement_custom_tests.ipynb

@@ -78,7 +78,7 @@
     "\n",
     "### New to ValidMind?\n",
     "\n",
-    "If you haven't already seen our documentation on the [ValidMind Library](https://docs.validmind.ai/developer/validmind-library.html), we recommend you begin by exploring the available resources in this section. There, you can learn more about documenting models, find code samples, or read our developer reference.\n",
+    "If you haven't already seen our documentation on the [ValidMind Library](https://docs.validmind.ai/developer/validmind-library.html), we recommend you begin by exploring the available resources in this section. There, you can learn more about documenting models and running tests, as well as find code samples and our Python Library API reference.\n",
     "\n",
     "<div class=\"alert alert-block alert-info\" style=\"background-color: #B5B5B510; color: black; border: 1px solid #083E44; border-left-width: 5px; box-shadow: 2px 2px 4px rgba(0, 0, 0, 0.2);border-radius: 5px;\"><span style=\"color: #083E44;\"><b>For access to all features available in this notebook, create a free ValidMind account.</b></span>\n",
     "<br></br>\n",