From b762df75bb0ced0b21b440e99987888707e898e7 Mon Sep 17 00:00:00 2001
From: Beck <164545837+validbeck@users.noreply.github.com>
Date: Thu, 6 Mar 2025 16:21:38 -0800
Subject: [PATCH 01/11] Oops, I fudged up a link in the templates

---
 README.md                                                       | 2 +-
 README.pypi.md                                                  | 2 +-
 notebooks/README.md                                             | 2 +-
 notebooks/templates/about-validmind.ipynb                       | 2 +-
 .../tutorials/model_development/101-set_up_validmind.ipynb      | 2 +-
 5 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/README.md b/README.md
index 271f13032..767c9b947 100644
--- a/README.md
+++ b/README.md
@@ -18,7 +18,7 @@ We believe in the power of collaboration and welcome contributions to the ValidM
 
 - Interested in connecting with fellow AI model risk practitioners? Join our [Community Slack](https://docs.validmind.ai/about/contributing/join-community.html)!
 
-- For more information about ValidMind's open-source tests and Jupyter Notebooks, read the [ValidMind Library docs](https://docs.validmind.ai/developer/get-started-validmind-library.html).
+- For more information about ValidMind's open-source tests and Jupyter Notebooks, read the [ValidMind Library docs](https://docs.validmind.ai/developer/validmind-library.html).
 
 ## Getting started
 
diff --git a/README.pypi.md b/README.pypi.md
index b1553674d..c7e35005b 100644
--- a/README.pypi.md
+++ b/README.pypi.md
@@ -21,7 +21,7 @@ ValidMind helps developers, data scientists and risk and compliance stakeholders
 >
 > Signing up is FREE — **[Register with ValidMind](https://docs.validmind.ai/guide/configuration/register-with-validmind.html)**
 
-That's right — you can run tests and log documentation even if you don't have a model available, so go ahead and [**Get started with the ValidMind Library**](https://docs.validmind.ai/developer/get-started-validmind-library.html)!
+That's right — you can run tests and log documentation even if you don't have a model available, so go ahead and get started with the [**ValidMind Library**](https://docs.validmind.ai/developer/validmind-library.html)!
 
 ### How do I do more with the ValidMind Library?
 
diff --git a/notebooks/README.md b/notebooks/README.md
index 24a923b91..d4b8b9dbc 100644
--- a/notebooks/README.md
+++ b/notebooks/README.md
@@ -16,7 +16,7 @@ ValidMind enables organizations to identify, document, and manage model risks fo
 If this is your first time trying out ValidMind, you can make use of the following resources alongside our sample notebooks:
 
 - [Get started](https://docs.validmind.ai/get-started/get-started.html) — The basics, including key concepts, and how our products work
-- [Get started with the ValidMind Library](https://docs.validmind.ai/developer/get-started-validmind-library.html) —  The path for developers, more code samples, and our developer reference
+- [ValidMind Library](https://docs.validmind.ai/developer/validmind-library.html) —  The path for developers, more code samples, and our developer reference
 
 ## Contributing code samples
 
diff --git a/notebooks/templates/about-validmind.ipynb b/notebooks/templates/about-validmind.ipynb
index 006df0e7a..36bb997c7 100644
--- a/notebooks/templates/about-validmind.ipynb
+++ b/notebooks/templates/about-validmind.ipynb
@@ -31,7 +31,7 @@
    "source": [
     "### New to ValidMind?\n",
     "\n",
-    "If you haven't already seen our [Get started with the ValidMind Library](https://docs.validmind.ai/guide/get-started-validmind-library.html), we recommend you explore the available resources for developers at some point. There, you can learn more about documenting models, find code samples, or read our developer reference.\n",
+    "If you haven't already read our documentation on the [ValidMind Library](https://docs.validmind.ai/developer/validmind-library.html), we recommend you explore the available resources for developers at some point. There, you can learn more about documenting models, find code samples, or read our developer 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",
diff --git a/notebooks/tutorials/model_development/101-set_up_validmind.ipynb b/notebooks/tutorials/model_development/101-set_up_validmind.ipynb
index 462097c55..69da2ad56 100644
--- a/notebooks/tutorials/model_development/101-set_up_validmind.ipynb
+++ b/notebooks/tutorials/model_development/101-set_up_validmind.ipynb
@@ -83,7 +83,7 @@
     "\n",
     "### New to ValidMind?\n",
     "\n",
-    "If you haven't already seen our [Get started with the ValidMind Library](https://docs.validmind.ai/guide/get-started-validmind-library.html), we recommend you explore the available resources for developers at some point. There, you can learn more about documenting models, find code samples, or read our developer reference.\n",
+    "If you haven't already read our documentation on the [ValidMind Library](https://docs.validmind.ai/developer/validmind-library.html), we recommend you explore the available resources for developers at some point. There, you can learn more about documenting models, find code samples, or read our developer 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",

From ae612ea9e17716056be3e4519f0f8624009dffdb Mon Sep 17 00:00:00 2001
From: Beck <164545837+validbeck@users.noreply.github.com>
Date: Thu, 6 Mar 2025 16:37:45 -0800
Subject: [PATCH 02/11] New wording

---
 notebooks/templates/about-validmind.ipynb                       | 2 +-
 .../tutorials/model_development/101-set_up_validmind.ipynb      | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/notebooks/templates/about-validmind.ipynb b/notebooks/templates/about-validmind.ipynb
index 36bb997c7..1c135f268 100644
--- a/notebooks/templates/about-validmind.ipynb
+++ b/notebooks/templates/about-validmind.ipynb
@@ -31,7 +31,7 @@
    "source": [
     "### New to ValidMind?\n",
     "\n",
-    "If you haven't already read our documentation on the [ValidMind Library](https://docs.validmind.ai/developer/validmind-library.html), we recommend you explore the available resources for developers at some point. 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, find code samples, or read our developer 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",
diff --git a/notebooks/tutorials/model_development/101-set_up_validmind.ipynb b/notebooks/tutorials/model_development/101-set_up_validmind.ipynb
index 69da2ad56..6d75204a7 100644
--- a/notebooks/tutorials/model_development/101-set_up_validmind.ipynb
+++ b/notebooks/tutorials/model_development/101-set_up_validmind.ipynb
@@ -83,7 +83,7 @@
     "\n",
     "### New to ValidMind?\n",
     "\n",
-    "If you haven't already read our documentation on the [ValidMind Library](https://docs.validmind.ai/developer/validmind-library.html), we recommend you explore the available resources for developers at some point. 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, find code samples, or read our developer 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",

From a00c0d492f8fc437dcddff940ceda0b46d787b8a Mon Sep 17 00:00:00 2001
From: Beck <164545837+validbeck@users.noreply.github.com>
Date: Thu, 6 Mar 2025 16:38:36 -0800
Subject: [PATCH 03/11] Changing out old links in prep pt1

---
 .../capital_markets/quickstart_option_pricing_models.ipynb      | 2 +-
 .../quickstart_option_pricing_models_quantlib.ipynb             | 2 +-
 .../code_samples/custom_tests/implement_custom_tests.ipynb      | 2 +-
 notebooks/code_samples/nlp_and_llm/prompt_validation_demo.ipynb | 2 +-
 notebooks/code_samples/nlp_and_llm/rag_documentation_demo.ipynb | 2 +-
 .../application_scorecard_ongoing_monitoring.ipynb              | 2 +-
 .../quickstart_customer_churn_ongoing_monitoring.ipynb          | 2 +-
 .../time_series/quickstart_time_series_full_suite.ipynb         | 2 +-
 .../time_series/quickstart_time_series_high_code.ipynb          | 2 +-
 .../operational_deposit/operational_deposit_poc.ipynb           | 2 +-
 .../customizing_tests_with_output_templates.ipynb               | 2 +-
 notebooks/how_to/configure_dataset_features.ipynb               | 2 +-
 .../how_to/document_multiple_results_for_the_same_test.ipynb    | 2 +-
 notebooks/how_to/explore_test_suites.ipynb                      | 2 +-
 notebooks/how_to/load_datasets_predictions.ipynb                | 2 +-
 notebooks/how_to/run_documentation_sections.ipynb               | 2 +-
 notebooks/how_to/run_documentation_tests_with_config.ipynb      | 2 +-
 notebooks/how_to/run_tests_that_require_multiple_datasets.ipynb | 2 +-
 notebooks/how_to/run_unit_metrics.ipynb                         | 2 +-
 notebooks/how_to/use_dataset_model_objects.ipynb                | 2 +-
 notebooks/tutorials/intro_for_model_developers.ipynb            | 2 +-
 21 files changed, 21 insertions(+), 21 deletions(-)

diff --git a/notebooks/code_samples/capital_markets/quickstart_option_pricing_models.ipynb b/notebooks/code_samples/capital_markets/quickstart_option_pricing_models.ipynb
index 58c581362..b019c7b45 100644
--- a/notebooks/code_samples/capital_markets/quickstart_option_pricing_models.ipynb
+++ b/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 [Get started with the ValidMind Library](https://docs.validmind.ai/developer/get-started-validmind-library.html), we recommend you explore the available resources for developers at some point. 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, find code samples, or read our developer 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",
diff --git a/notebooks/code_samples/capital_markets/quickstart_option_pricing_models_quantlib.ipynb b/notebooks/code_samples/capital_markets/quickstart_option_pricing_models_quantlib.ipynb
index 32f9cbce2..e25191847 100644
--- a/notebooks/code_samples/capital_markets/quickstart_option_pricing_models_quantlib.ipynb
+++ b/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 [Get started with the ValidMind Library](https://docs.validmind.ai/developer/get-started-validmind-library.html), we recommend you explore the available resources for developers at some point. 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, find code samples, or read our developer 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",
diff --git a/notebooks/code_samples/custom_tests/implement_custom_tests.ipynb b/notebooks/code_samples/custom_tests/implement_custom_tests.ipynb
index 35999cde8..34ed27e57 100644
--- a/notebooks/code_samples/custom_tests/implement_custom_tests.ipynb
+++ b/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 [Get started with the ValidMind Library](https://docs.validmind.ai/developer/get-started-validmind-library.html), we recommend you explore the available resources for developers at some point. 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, find code samples, or read our developer 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",
diff --git a/notebooks/code_samples/nlp_and_llm/prompt_validation_demo.ipynb b/notebooks/code_samples/nlp_and_llm/prompt_validation_demo.ipynb
index b32845f16..0f88228e1 100644
--- a/notebooks/code_samples/nlp_and_llm/prompt_validation_demo.ipynb
+++ b/notebooks/code_samples/nlp_and_llm/prompt_validation_demo.ipynb
@@ -66,7 +66,7 @@
     "\n",
     "### New to ValidMind?\n",
     "\n",
-    "If you haven't already seen our [Get started with the ValidMind Library](https://docs.validmind.ai/developer/get-started-validmind-library.html), we recommend you explore the available resources for developers at some point. 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, find code samples, or read our developer 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",
diff --git a/notebooks/code_samples/nlp_and_llm/rag_documentation_demo.ipynb b/notebooks/code_samples/nlp_and_llm/rag_documentation_demo.ipynb
index 1070f604d..f6942033e 100644
--- a/notebooks/code_samples/nlp_and_llm/rag_documentation_demo.ipynb
+++ b/notebooks/code_samples/nlp_and_llm/rag_documentation_demo.ipynb
@@ -33,7 +33,7 @@
     "\n",
     "### New to ValidMind?\n",
     "\n",
-    "If you haven't already seen our [Get started with the ValidMind Library](https://docs.validmind.ai/developer/get-started-validmind-library.html), we recommend you explore the available resources for developers at some point. 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, find code samples, or read our developer 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",
diff --git a/notebooks/code_samples/ongoing_monitoring/application_scorecard_ongoing_monitoring.ipynb b/notebooks/code_samples/ongoing_monitoring/application_scorecard_ongoing_monitoring.ipynb
index ab5d6d4bf..e4e48884d 100644
--- a/notebooks/code_samples/ongoing_monitoring/application_scorecard_ongoing_monitoring.ipynb
+++ b/notebooks/code_samples/ongoing_monitoring/application_scorecard_ongoing_monitoring.ipynb
@@ -33,7 +33,7 @@
     "\n",
     "### New to ValidMind?\n",
     "\n",
-    "If you haven't already seen our [Get started with the ValidMind Library](https://docs.validmind.ai/developer/get-started-validmind-library.html), we recommend you explore the available resources for developers at some point. 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, find code samples, or read our developer 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",
diff --git a/notebooks/code_samples/ongoing_monitoring/quickstart_customer_churn_ongoing_monitoring.ipynb b/notebooks/code_samples/ongoing_monitoring/quickstart_customer_churn_ongoing_monitoring.ipynb
index d489beb2d..156f3fb14 100644
--- a/notebooks/code_samples/ongoing_monitoring/quickstart_customer_churn_ongoing_monitoring.ipynb
+++ b/notebooks/code_samples/ongoing_monitoring/quickstart_customer_churn_ongoing_monitoring.ipynb
@@ -74,7 +74,7 @@
     "\n",
     "### New to ValidMind?\n",
     "\n",
-    "If you haven't already seen our [Get started with the ValidMind Library](https://docs.validmind.ai/developer/get-started-validmind-library.html), we recommend you explore the available resources for developers at some point. 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, find code samples, or read our developer 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",
diff --git a/notebooks/code_samples/time_series/quickstart_time_series_full_suite.ipynb b/notebooks/code_samples/time_series/quickstart_time_series_full_suite.ipynb
index 174b05686..edd3ca9b5 100644
--- a/notebooks/code_samples/time_series/quickstart_time_series_full_suite.ipynb
+++ b/notebooks/code_samples/time_series/quickstart_time_series_full_suite.ipynb
@@ -77,7 +77,7 @@
     "\n",
     "### New to ValidMind?\n",
     "\n",
-    "If you haven't already seen our [Get started with the ValidMind Library](https://docs.validmind.ai/developer/get-started-validmind-library.html), we recommend you explore the available resources for developers at some point. 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, find code samples, or read our developer 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",
diff --git a/notebooks/code_samples/time_series/quickstart_time_series_high_code.ipynb b/notebooks/code_samples/time_series/quickstart_time_series_high_code.ipynb
index 444532750..8873b8524 100644
--- a/notebooks/code_samples/time_series/quickstart_time_series_high_code.ipynb
+++ b/notebooks/code_samples/time_series/quickstart_time_series_high_code.ipynb
@@ -77,7 +77,7 @@
     "\n",
     "### New to ValidMind?\n",
     "\n",
-    "If you haven't already seen our [Get started with the ValidMind Library](https://docs.validmind.ai/developer/get-started-validmind-library.html), we recommend you explore the available resources for developers at some point. 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, find code samples, or read our developer 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",
diff --git a/notebooks/code_sharing/operational_deposit/operational_deposit_poc.ipynb b/notebooks/code_sharing/operational_deposit/operational_deposit_poc.ipynb
index 6d25409b9..9fc708325 100644
--- a/notebooks/code_sharing/operational_deposit/operational_deposit_poc.ipynb
+++ b/notebooks/code_sharing/operational_deposit/operational_deposit_poc.ipynb
@@ -37,7 +37,7 @@
     "\n",
     "### New to ValidMind?\n",
     "\n",
-    "If you haven't already seen our [Get started with the ValidMind Library](https://docs.validmind.ai/developer/get-started-validmind-library.html), we recommend you explore the available resources for developers at some point. 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, find code samples, or read our developer 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",
diff --git a/notebooks/code_sharing/output_templates/customizing_tests_with_output_templates.ipynb b/notebooks/code_sharing/output_templates/customizing_tests_with_output_templates.ipynb
index 9cda0afca..980529dd4 100644
--- a/notebooks/code_sharing/output_templates/customizing_tests_with_output_templates.ipynb
+++ b/notebooks/code_sharing/output_templates/customizing_tests_with_output_templates.ipynb
@@ -85,7 +85,7 @@
     "\n",
     "### New to ValidMind?\n",
     "\n",
-    "If you haven't already seen our [Get started with the ValidMind Library](https://docs.validmind.ai/developer/get-started-validmind-library.html), we recommend you explore the available resources for developers at some point. 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, find code samples, or read our developer 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",
diff --git a/notebooks/how_to/configure_dataset_features.ipynb b/notebooks/how_to/configure_dataset_features.ipynb
index 43be9c4d2..9bf927740 100644
--- a/notebooks/how_to/configure_dataset_features.ipynb
+++ b/notebooks/how_to/configure_dataset_features.ipynb
@@ -67,7 +67,7 @@
     "\n",
     "### New to ValidMind?\n",
     "\n",
-    "If you haven't already seen our [Get started with the ValidMind Library](https://docs.validmind.ai/developer/get-started-validmind-library.html), we recommend you explore the available resources for developers at some point. 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, find code samples, or read our developer 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",
diff --git a/notebooks/how_to/document_multiple_results_for_the_same_test.ipynb b/notebooks/how_to/document_multiple_results_for_the_same_test.ipynb
index 2a46f0f20..8dc4ab10d 100644
--- a/notebooks/how_to/document_multiple_results_for_the_same_test.ipynb
+++ b/notebooks/how_to/document_multiple_results_for_the_same_test.ipynb
@@ -82,7 +82,7 @@
     "\n",
     "### New to ValidMind?\n",
     "\n",
-    "If you haven't already seen our [Get started with the ValidMind Library](https://docs.validmind.ai/developer/get-started-validmind-library.html), we recommend you explore the available resources for developers at some point. 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, find code samples, or read our developer 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",
diff --git a/notebooks/how_to/explore_test_suites.ipynb b/notebooks/how_to/explore_test_suites.ipynb
index 05bf40703..7cb5e2e49 100644
--- a/notebooks/how_to/explore_test_suites.ipynb
+++ b/notebooks/how_to/explore_test_suites.ipynb
@@ -63,7 +63,7 @@
     "\n",
     "### New to ValidMind?\n",
     "\n",
-    "If you haven't already seen our [Get started with the ValidMind Library](https://docs.validmind.ai/developer/get-started-validmind-library.html), we recommend you explore the available resources for developers at some point. 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, find code samples, or read our developer 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",
diff --git a/notebooks/how_to/load_datasets_predictions.ipynb b/notebooks/how_to/load_datasets_predictions.ipynb
index 3d73530d5..81c4e0e98 100644
--- a/notebooks/how_to/load_datasets_predictions.ipynb
+++ b/notebooks/how_to/load_datasets_predictions.ipynb
@@ -79,7 +79,7 @@
     "\n",
     "### New to ValidMind?\n",
     "\n",
-    "If you haven't already seen our [Get started with the ValidMind Library](https://docs.validmind.ai/developer/get-started-validmind-library.html), we recommend you explore the available resources for developers at some point. 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, find code samples, or read our developer 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",
diff --git a/notebooks/how_to/run_documentation_sections.ipynb b/notebooks/how_to/run_documentation_sections.ipynb
index baca51bfd..b7b43e379 100644
--- a/notebooks/how_to/run_documentation_sections.ipynb
+++ b/notebooks/how_to/run_documentation_sections.ipynb
@@ -73,7 +73,7 @@
     "\n",
     "### New to ValidMind?\n",
     "\n",
-    "If you haven't already seen our [Get started with the ValidMind Library](https://docs.validmind.ai/developer/get-started-validmind-library.html), we recommend you explore the available resources for developers at some point. 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, find code samples, or read our developer 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",
diff --git a/notebooks/how_to/run_documentation_tests_with_config.ipynb b/notebooks/how_to/run_documentation_tests_with_config.ipynb
index 82c969c47..0eea64a46 100644
--- a/notebooks/how_to/run_documentation_tests_with_config.ipynb
+++ b/notebooks/how_to/run_documentation_tests_with_config.ipynb
@@ -77,7 +77,7 @@
     "\n",
     "### New to ValidMind?\n",
     "\n",
-    "If you haven't already seen our [Get started with the ValidMind Library](https://docs.validmind.ai/developer/get-started-validmind-library.html), we recommend you explore the available resources for developers at some point. 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, find code samples, or read our developer 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",
diff --git a/notebooks/how_to/run_tests_that_require_multiple_datasets.ipynb b/notebooks/how_to/run_tests_that_require_multiple_datasets.ipynb
index 1d9cdb02b..9fde46220 100644
--- a/notebooks/how_to/run_tests_that_require_multiple_datasets.ipynb
+++ b/notebooks/how_to/run_tests_that_require_multiple_datasets.ipynb
@@ -75,7 +75,7 @@
     "\n",
     "### New to ValidMind?\n",
     "\n",
-    "If you haven't already seen our [Get started with the ValidMind Library](https://docs.validmind.ai/developer/get-started-validmind-library.html), we recommend you explore the available resources for developers at some point. 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, find code samples, or read our developer 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",
diff --git a/notebooks/how_to/run_unit_metrics.ipynb b/notebooks/how_to/run_unit_metrics.ipynb
index 77c92066d..c6469e7ac 100644
--- a/notebooks/how_to/run_unit_metrics.ipynb
+++ b/notebooks/how_to/run_unit_metrics.ipynb
@@ -104,7 +104,7 @@
     "\n",
     "### New to ValidMind? \n",
     "\n",
-    "If you haven't already seen our [Get started with the ValidMind Library](https://docs.validmind.ai/developer/get-started-validmind-library.html), we recommend you explore the available resources for developers at some point. 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, find code samples, or read our developer 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",
diff --git a/notebooks/how_to/use_dataset_model_objects.ipynb b/notebooks/how_to/use_dataset_model_objects.ipynb
index 975f6aa25..44ef1b151 100644
--- a/notebooks/how_to/use_dataset_model_objects.ipynb
+++ b/notebooks/how_to/use_dataset_model_objects.ipynb
@@ -79,7 +79,7 @@
     "\n",
     "### New to ValidMind?\n",
     "\n",
-    "If you haven't already seen our [Get started with the ValidMind Library](https://docs.validmind.ai/developer/get-started-validmind-library.html), we recommend you explore the available resources for developers at some point. 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, find code samples, or read our developer 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",
diff --git a/notebooks/tutorials/intro_for_model_developers.ipynb b/notebooks/tutorials/intro_for_model_developers.ipynb
index 2b1ece7ba..95e1b19f2 100644
--- a/notebooks/tutorials/intro_for_model_developers.ipynb
+++ b/notebooks/tutorials/intro_for_model_developers.ipynb
@@ -116,7 +116,7 @@
     "\n",
     "### New to ValidMind?\n",
     "\n",
-    "If you haven't already seen our [Get started with the ValidMind Library](https://docs.validmind.ai/developer/get-started-validmind-library.html), we recommend you explore the available resources for developers at some point. 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, find code samples, or read our developer 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",

From 28f66cf272fc89fdce5349d7d04302f3c160ccb6 Mon Sep 17 00:00:00 2001
From: Beck <164545837+validbeck@users.noreply.github.com>
Date: Thu, 6 Mar 2025 16:39:28 -0800
Subject: [PATCH 04/11] Changing out old links in prep pt2

---
 .../code_samples/credit_risk/application_scorecard_demo.ipynb   | 2 +-
 .../credit_risk/application_scorecard_executive.ipynb           | 2 +-
 .../credit_risk/application_scorecard_full_suite.ipynb          | 2 +-
 .../credit_risk/application_scorecard_with_bias.ipynb           | 2 +-
 .../credit_risk/application_scorecard_with_ml.ipynb             | 2 +-
 notebooks/how_to/log_metrics_over_time.ipynb                    | 2 +-
 notebooks/how_to/run_tests/1_run_dataset_based_tests.ipynb      | 2 +-
 notebooks/how_to/run_tests/2_run_comparison_tests.ipynb         | 2 +-
 8 files changed, 8 insertions(+), 8 deletions(-)

diff --git a/notebooks/code_samples/credit_risk/application_scorecard_demo.ipynb b/notebooks/code_samples/credit_risk/application_scorecard_demo.ipynb
index 7b3bc0ec6..5bb5985f4 100644
--- a/notebooks/code_samples/credit_risk/application_scorecard_demo.ipynb
+++ b/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 [Get started with the ValidMind Library](https://docs.validmind.ai/developer/get-started-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, find code samples, or read our developer 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",
diff --git a/notebooks/code_samples/credit_risk/application_scorecard_executive.ipynb b/notebooks/code_samples/credit_risk/application_scorecard_executive.ipynb
index 3ee2b1e6b..349cfd30c 100644
--- a/notebooks/code_samples/credit_risk/application_scorecard_executive.ipynb
+++ b/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 [Get started with the ValidMind Library](https://docs.validmind.ai/developer/get-started-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, find code samples, or read our developer 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",
diff --git a/notebooks/code_samples/credit_risk/application_scorecard_full_suite.ipynb b/notebooks/code_samples/credit_risk/application_scorecard_full_suite.ipynb
index 750ebc967..2c91302c1 100644
--- a/notebooks/code_samples/credit_risk/application_scorecard_full_suite.ipynb
+++ b/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 [Get started with the ValidMind Library](https://docs.validmind.ai/developer/get-started-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, find code samples, or read our developer 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",
diff --git a/notebooks/code_samples/credit_risk/application_scorecard_with_bias.ipynb b/notebooks/code_samples/credit_risk/application_scorecard_with_bias.ipynb
index 59d507bf2..0d6f4e270 100644
--- a/notebooks/code_samples/credit_risk/application_scorecard_with_bias.ipynb
+++ b/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 [Get started with the ValidMind Library](https://docs.validmind.ai/developer/get-started-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, find code samples, or read our developer reference.\n"
    ]
   },
   {
diff --git a/notebooks/code_samples/credit_risk/application_scorecard_with_ml.ipynb b/notebooks/code_samples/credit_risk/application_scorecard_with_ml.ipynb
index 26a983f10..ca1bdb4e3 100644
--- a/notebooks/code_samples/credit_risk/application_scorecard_with_ml.ipynb
+++ b/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 [Get started with the ValidMind Library](https://docs.validmind.ai/developer/get-started-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, find code samples, or read our developer 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",
diff --git a/notebooks/how_to/log_metrics_over_time.ipynb b/notebooks/how_to/log_metrics_over_time.ipynb
index 9cef4c540..d551d58ff 100644
--- a/notebooks/how_to/log_metrics_over_time.ipynb
+++ b/notebooks/how_to/log_metrics_over_time.ipynb
@@ -78,7 +78,7 @@
     "<a id='toc1_2_'></a>\n",
     "\n",
     "### New to ValidMind?\n",
-    "If you haven't already seen our [Get started with the ValidMind Library](https://docs.validmind.ai/developer/get-started-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, find code samples, or read our developer 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",
diff --git a/notebooks/how_to/run_tests/1_run_dataset_based_tests.ipynb b/notebooks/how_to/run_tests/1_run_dataset_based_tests.ipynb
index 8ed766f90..dfbc4a0de 100644
--- a/notebooks/how_to/run_tests/1_run_dataset_based_tests.ipynb
+++ b/notebooks/how_to/run_tests/1_run_dataset_based_tests.ipynb
@@ -72,7 +72,7 @@
     "<a id='toc1_2_'></a>\n",
     "\n",
     "### New to ValidMind?\n",
-    "If you haven't already seen our [Get started with the ValidMind Library](https://docs.validmind.ai/developer/get-started-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, find code samples, or read our developer 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",
diff --git a/notebooks/how_to/run_tests/2_run_comparison_tests.ipynb b/notebooks/how_to/run_tests/2_run_comparison_tests.ipynb
index 2564d8ef4..9370fc98b 100644
--- a/notebooks/how_to/run_tests/2_run_comparison_tests.ipynb
+++ b/notebooks/how_to/run_tests/2_run_comparison_tests.ipynb
@@ -79,7 +79,7 @@
     "<a id='toc1_2_'></a>\n",
     "\n",
     "### New to ValidMind?\n",
-    "If you haven't already seen our [Get started with the ValidMind Library](https://docs.validmind.ai/developer/get-started-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, find code samples, or read our developer 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",

From 04aae1874273b13b8da964fbc710d5a22e25ee88 Mon Sep 17 00:00:00 2001
From: Beck <164545837+validbeck@users.noreply.github.com>
Date: Thu, 6 Mar 2025 16:42:03 -0800
Subject: [PATCH 05/11] Changing out old links in prep pt3

---
 .../custom_tests/integrate_external_test_providers.ipynb      | 2 +-
 .../nlp_and_llm/foundation_models_integration_demo.ipynb      | 4 ++--
 .../nlp_and_llm/foundation_models_summarization_demo.ipynb    | 4 ++--
 .../nlp_and_llm/hugging_face_integration_demo.ipynb           | 4 ++--
 .../nlp_and_llm/hugging_face_summarization_demo.ipynb         | 4 ++--
 .../code_samples/nlp_and_llm/llm_summarization_demo.ipynb     | 2 +-
 .../regression/quickstart_regression_full_suite.ipynb         | 4 ++--
 .../code_sharing/clustering/quickstart_cluster_demo.ipynb     | 2 +-
 .../code_sharing/embeddings/quickstart_embeddings_demo.ipynb  | 2 +-
 .../code_sharing/regression/regression_unit_metrics.ipynb     | 2 +-
 10 files changed, 15 insertions(+), 15 deletions(-)

diff --git a/notebooks/code_samples/custom_tests/integrate_external_test_providers.ipynb b/notebooks/code_samples/custom_tests/integrate_external_test_providers.ipynb
index 414d4cfe2..d977817e7 100644
--- a/notebooks/code_samples/custom_tests/integrate_external_test_providers.ipynb
+++ b/notebooks/code_samples/custom_tests/integrate_external_test_providers.ipynb
@@ -114,7 +114,7 @@
     "If this is your first time trying out ValidMind, we recommend going through the following resources first:\n",
     "\n",
     "- [Get started](https://docs.validmind.ai/get-started/get-started.html) — The basics, including key concepts, and how our products work\n",
-    "- [Get started with the ValidMind Library](https://docs.validmind.ai/developer/get-started-validmind-library.html) — The path for developers, more code samples, and our developer reference\n",
+    "- [ValidMind Library](https://docs.validmind.ai/developer/validmind-library.html) — The path for developers, more code samples, and our developer reference\n",
     "\n",
     "<a id='toc4_1_'></a>\n",
     "\n",
diff --git a/notebooks/code_samples/nlp_and_llm/foundation_models_integration_demo.ipynb b/notebooks/code_samples/nlp_and_llm/foundation_models_integration_demo.ipynb
index e76caab88..5fb7b6221 100644
--- a/notebooks/code_samples/nlp_and_llm/foundation_models_integration_demo.ipynb
+++ b/notebooks/code_samples/nlp_and_llm/foundation_models_integration_demo.ipynb
@@ -22,7 +22,7 @@
     "If this is your first time trying out ValidMind, we recommend going through the following resources first:\n",
     "\n",
     "- [Get started](https://docs.validmind.ai/get-started/get-started.html) — The basics, including key concepts, and how our products work\n",
-    "- [Get started with the ValidMind Library](https://docs.validmind.ai/developer/get-started-validmind-library.html) — The path for developers, more code samples, and our developer reference\n"
+    "- [ValidMind Library](https://docs.validmind.ai/developer/validmind-library.html) — The path for developers, more code samples, and our developer reference\n"
    ]
   },
   {
@@ -322,7 +322,7 @@
     "\n",
     "What you can see now is a more easily consumable version of the prompt validation testing you just performed, along with other parts of your model documentation that still need to be completed.\n",
     "\n",
-    "If you want to learn more about where you are in the model documentation process, take a look at [Get started with the ValidMind Library](https://docs.validmind.ai/developer/get-started-validmind-library.html).\n"
+    "If you want to learn more about where you are in the model documentation process, take a look our documentation on the [ValidMind Library](https://docs.validmind.ai/developer/validmind-library.html).\n"
    ]
   },
   {
diff --git a/notebooks/code_samples/nlp_and_llm/foundation_models_summarization_demo.ipynb b/notebooks/code_samples/nlp_and_llm/foundation_models_summarization_demo.ipynb
index ef70b9ddd..9ae50dbb9 100644
--- a/notebooks/code_samples/nlp_and_llm/foundation_models_summarization_demo.ipynb
+++ b/notebooks/code_samples/nlp_and_llm/foundation_models_summarization_demo.ipynb
@@ -37,7 +37,7 @@
     "If this is your first time trying out ValidMind, we recommend going through the following resources first:\n",
     "\n",
     "- [Get started](https://docs.validmind.ai/get-started/get-started.html) — The basics, including key concepts, and how our products work\n",
-    "- [Get started with the ValidMind Library](https://docs.validmind.ai/developer/get-started-validmind-library.html) — The path for developers, more code samples, and our developer reference\n"
+    "- [ValidMind Library](https://docs.validmind.ai/developer/validmind-library.html) — The path for developers, more code samples, and our developer reference\n"
    ]
   },
   {
@@ -367,7 +367,7 @@
     "\n",
     "What you can see now is a more easily consumable version of the prompt validation testing you just performed, along with other parts of your model documentation that still need to be completed.\n",
     "\n",
-    "If you want to learn more about where you are in the model documentation process, take a look at [Get started with the ValidMind Library](https://docs.validmind.ai/developer/get-started-validmind-library.html).\n"
+    "If you want to learn more about where you are in the model documentation process, take a look our documentation on the [ValidMind Library](https://docs.validmind.ai/developer/validmind-library.html).\n"
    ]
   },
   {
diff --git a/notebooks/code_samples/nlp_and_llm/hugging_face_integration_demo.ipynb b/notebooks/code_samples/nlp_and_llm/hugging_face_integration_demo.ipynb
index 0c5d996ad..ee51ab20b 100644
--- a/notebooks/code_samples/nlp_and_llm/hugging_face_integration_demo.ipynb
+++ b/notebooks/code_samples/nlp_and_llm/hugging_face_integration_demo.ipynb
@@ -22,7 +22,7 @@
     "If this is your first time trying out ValidMind, we recommend going through the following resources first:\n",
     "\n",
     "- [Get started](https://docs.validmind.ai/get-started/get-started.html) — The basics, including key concepts, and how our products work\n",
-    "- [Get started with the ValidMind Library](https://docs.validmind.ai/developer/get-started-validmind-library.html) — The path for developers, more code samples, and our developer reference\n"
+    "- [ValidMind Library](https://docs.validmind.ai/developer/validmind-library.html) — The path for developers, more code samples, and our developer reference\n"
    ]
   },
   {
@@ -294,7 +294,7 @@
     "\n",
     "What you can see now is a more easily consumable version of the prompt validation testing you just performed, along with other parts of your model documentation that still need to be completed.\n",
     "\n",
-    "If you want to learn more about where you are in the model documentation process, take a look at [Get started with the ValidMind Library](https://docs.validmind.ai/developer/get-started-validmind-library.html).\n"
+    "If you want to learn more about where you are in the model documentation process, take a look our documentation on the [ValidMind Library](https://docs.validmind.ai/developer/validmind-library.html).\n"
    ]
   },
   {
diff --git a/notebooks/code_samples/nlp_and_llm/hugging_face_summarization_demo.ipynb b/notebooks/code_samples/nlp_and_llm/hugging_face_summarization_demo.ipynb
index f4042e960..c68e562d7 100644
--- a/notebooks/code_samples/nlp_and_llm/hugging_face_summarization_demo.ipynb
+++ b/notebooks/code_samples/nlp_and_llm/hugging_face_summarization_demo.ipynb
@@ -23,7 +23,7 @@
     "If this is your first time trying out ValidMind, we recommend going through the following resources first:\n",
     "\n",
     "- [Get started](https://docs.validmind.ai/get-started/get-started.html) — The basics, including key concepts, and how our products work\n",
-    "- [Get started with the ValidMind Library](https://docs.validmind.ai/developer/get-started-validmind-library.html) — The path for developers, more code samples, and our developer reference\n"
+    "- [ValidMind Library](https://docs.validmind.ai/developer/validmind-library.html) — The path for developers, more code samples, and our developer reference\n"
    ]
   },
   {
@@ -326,7 +326,7 @@
     "\n",
     "What you can see now is a more easily consumable version of the prompt validation testing you just performed, along with other parts of your model documentation that still need to be completed.\n",
     "\n",
-    "If you want to learn more about where you are in the model documentation process, take a look at [Get started with the ValidMind Library](https://docs.validmind.ai/developer/get-started-validmind-library.html).\n"
+    "If you want to learn more about where you are in the model documentation process, take a look our documentation on the [ValidMind Library](https://docs.validmind.ai/developer/validmind-library.html).\n"
    ]
   },
   {
diff --git a/notebooks/code_samples/nlp_and_llm/llm_summarization_demo.ipynb b/notebooks/code_samples/nlp_and_llm/llm_summarization_demo.ipynb
index 8fef07bd3..1e6ee84f2 100644
--- a/notebooks/code_samples/nlp_and_llm/llm_summarization_demo.ipynb
+++ b/notebooks/code_samples/nlp_and_llm/llm_summarization_demo.ipynb
@@ -45,7 +45,7 @@
     "If this is your first time trying out ValidMind, you can make use of the following resources alongside this notebook:\n",
     "\n",
     "- [Get started](https://docs.validmind.ai/get-started/get-started.html) — The basics, including key concepts, and how our products work\n",
-    "- [Get started with the ValidMind Library](https://docs.validmind.ai/developer/get-started-validmind-library.html) — The path for developers, more code samples, and our developer reference\n"
+    "- [ValidMind Library](https://docs.validmind.ai/developer/validmind-library.html) — The path for developers, more code samples, and our developer reference\n"
    ]
   },
   {
diff --git a/notebooks/code_samples/regression/quickstart_regression_full_suite.ipynb b/notebooks/code_samples/regression/quickstart_regression_full_suite.ipynb
index e1e329e13..461d8c289 100644
--- a/notebooks/code_samples/regression/quickstart_regression_full_suite.ipynb
+++ b/notebooks/code_samples/regression/quickstart_regression_full_suite.ipynb
@@ -29,7 +29,7 @@
     "If this is your first time trying out ValidMind, you can make use of the following resources alongside this notebook:\n",
     "\n",
     "- [Get started](https://docs.validmind.ai/get-started/get-started.html) — The basics, including key concepts, and how our products work\n",
-    "- [Get started with the ValidMind Library](https://docs.validmind.ai/developer/get-started-validmind-library.html) — The path for developers, more code samples, and our developer reference\n"
+    "- [ValidMind Library](https://docs.validmind.ai/developer/validmind-library.html) — The path for developers, more code samples, and our developer reference\n"
    ]
   },
   {
@@ -447,7 +447,7 @@
     "\n",
     "What you can see now is a much more easily consumable version of the documentation, including the results of the tests you just performed, along with other parts of your model documentation that still need to be completed. There is a wealth of information that gets uploaded when you run the full test suite, so take a closer look around, especially at test results that might need attention (hint: some of the tests in **2.1 Data description** look like they need some attention).\n",
     "\n",
-    "If you want to learn more about where you are in the model documentation process, take a look at [Get started with the ValidMind Library](https://docs.validmind.ai/developer/get-started-validmind-library.html).\n"
+    "If you want to learn more about where you are in the model documentation process, take a look our documentation on the [ValidMind Library](https://docs.validmind.ai/developer/validmind-library.html).\n"
    ]
   },
   {
diff --git a/notebooks/code_sharing/clustering/quickstart_cluster_demo.ipynb b/notebooks/code_sharing/clustering/quickstart_cluster_demo.ipynb
index 43142c928..3aa34cc6f 100644
--- a/notebooks/code_sharing/clustering/quickstart_cluster_demo.ipynb
+++ b/notebooks/code_sharing/clustering/quickstart_cluster_demo.ipynb
@@ -30,7 +30,7 @@
     "If this is your first time trying out ValidMind, you can make use of the following resources alongside this notebook:\n",
     "\n",
     "- [Get started](https://docs.validmind.ai/get-started/get-started.html) — The basics, including key concepts, and how our products work\n",
-    "- [Get started with the ValidMind Library](https://docs.validmind.ai/developer/get-started-validmind-library.html) —  The path for developers, more code samples, and our developer reference"
+    "- [ValidMind Library](https://docs.validmind.ai/developer/validmind-library.html) —  The path for developers, more code samples, and our developer reference"
    ]
   },
   {
diff --git a/notebooks/code_sharing/embeddings/quickstart_embeddings_demo.ipynb b/notebooks/code_sharing/embeddings/quickstart_embeddings_demo.ipynb
index ce49c7307..f8583992e 100644
--- a/notebooks/code_sharing/embeddings/quickstart_embeddings_demo.ipynb
+++ b/notebooks/code_sharing/embeddings/quickstart_embeddings_demo.ipynb
@@ -22,7 +22,7 @@
     "If this is your first time trying out ValidMind, you can make use of the following resources alongside this notebook:\n",
     "\n",
     "- [Get started](https://docs.validmind.ai/get-started/get-started.html) — The basics, including key concepts, and how our products work\n",
-    "- [Get started with the ValidMind Library](https://docs.validmind.ai/developer/get-started-validmind-library.html) —  The path for developers, more code samples, and our developer reference"
+    "- [ValidMind Library](https://docs.validmind.ai/developer/validmind-library.html) —  The path for developers, more code samples, and our developer reference"
    ]
   },
   {
diff --git a/notebooks/code_sharing/regression/regression_unit_metrics.ipynb b/notebooks/code_sharing/regression/regression_unit_metrics.ipynb
index b66bed7bd..66568527a 100644
--- a/notebooks/code_sharing/regression/regression_unit_metrics.ipynb
+++ b/notebooks/code_sharing/regression/regression_unit_metrics.ipynb
@@ -29,7 +29,7 @@
     "If this is your first time trying out ValidMind, you can make use of the following resources alongside this notebook:\n",
     "\n",
     "- [Get started](https://docs.validmind.ai/get-started/get-started.html) — The basics, including key concepts, and how our products work\n",
-    "- [Get started with the ValidMind Library](https://docs.validmind.ai/developer/get-started-validmind-library.html) — The path for developers, more code samples, and our developer reference\n"
+    "- [ValidMind Library](https://docs.validmind.ai/developer/validmind-library.html) — The path for developers, more code samples, and our developer reference\n"
    ]
   },
   {

From aa0f6bdc936b713f37f6a68b71488dd8e7b47db8 Mon Sep 17 00:00:00 2001
From: Beck <164545837+validbeck@users.noreply.github.com>
Date: Thu, 6 Mar 2025 16:44:10 -0800
Subject: [PATCH 06/11] Changing out old links in prep pt4

---
 .../code_samples/nlp_and_llm/llm_summarization_demo.ipynb      | 2 +-
 .../code_sharing/clustering/quickstart_cluster_demo.ipynb      | 3 +--
 notebooks/code_sharing/r/r_custom_tests.Rmd                    | 2 +-
 3 files changed, 3 insertions(+), 4 deletions(-)

diff --git a/notebooks/code_samples/nlp_and_llm/llm_summarization_demo.ipynb b/notebooks/code_samples/nlp_and_llm/llm_summarization_demo.ipynb
index 1e6ee84f2..e7ac59684 100644
--- a/notebooks/code_samples/nlp_and_llm/llm_summarization_demo.ipynb
+++ b/notebooks/code_samples/nlp_and_llm/llm_summarization_demo.ipynb
@@ -814,7 +814,7 @@
     "\n",
     "What you can see now is a more easily consumable version of the prompt validation testing you just performed, along with other parts of your model documentation that still need to be completed.\n",
     "\n",
-    "If you want to learn more about where you are in the model documentation process, take a look at [Get started with the ValidMind Library](https://docs.validmind.ai/developer/get-started-validmind-library.html)."
+    "If you want to learn more about where you are in the model documentation process, take a look at our documentation on the [ValidMind Library](https://docs.validmind.ai/developer/validmind-library.html)."
    ]
   },
   {
diff --git a/notebooks/code_sharing/clustering/quickstart_cluster_demo.ipynb b/notebooks/code_sharing/clustering/quickstart_cluster_demo.ipynb
index 3aa34cc6f..44d997de0 100644
--- a/notebooks/code_sharing/clustering/quickstart_cluster_demo.ipynb
+++ b/notebooks/code_sharing/clustering/quickstart_cluster_demo.ipynb
@@ -406,8 +406,7 @@
     "\n",
     "What you can see now is a much more easily consumable version of the documentation, including the results of the tests you just performed, along with other parts of your model documentation that still need to be completed. There is a wealth of information that gets uploaded when you run the full test suite, so take a closer look around, especially at test results that might need attention (hint: some of the tests in 2.1 Data description look like they need some attention).\n",
     "\n",
-    "If you want to learn more about where you are in the model documentation process, take a look at [Get started with the ValidMind Library\n",
-    "](https://docs.validmind.ai/developer/get-started-validmind-library.html).\n"
+    "If you want to learn more about where you are in the model documentation process, take a look at our documentation on the [ValidMind Library](https://docs.validmind.ai/developer/validmind-library.html).\n"
    ]
   },
   {
diff --git a/notebooks/code_sharing/r/r_custom_tests.Rmd b/notebooks/code_sharing/r/r_custom_tests.Rmd
index fa835989d..2a89f051b 100644
--- a/notebooks/code_sharing/r/r_custom_tests.Rmd
+++ b/notebooks/code_sharing/r/r_custom_tests.Rmd
@@ -31,7 +31,7 @@ If you encounter errors due to missing modules in your Python environment, insta
 
 ### New to ValidMind?
 
-If you haven't already seen our [Get started with the ValidMind Library](https://docs.validmind.ai/developer/get-started-validmind-library.html), we recommend you explore the available resources for developers at some point. There, you can learn more about documenting models, find code samples, or read our developer reference.
+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.
 
 <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>
 <br></br>

From bff20ce25ed9197d73916b5230e51afec5501aa1 Mon Sep 17 00:00:00 2001
From: Beck <164545837+validbeck@users.noreply.github.com>
Date: Thu, 6 Mar 2025 16:48:39 -0800
Subject: [PATCH 07/11] Adding ToC extension to template README

---
 notebooks/templates/README.md | 6 +++++-
 1 file changed, 5 insertions(+), 1 deletion(-)

diff --git a/notebooks/templates/README.md b/notebooks/templates/README.md
index 70a46d4d7..15f94047d 100644
--- a/notebooks/templates/README.md
+++ b/notebooks/templates/README.md
@@ -15,4 +15,8 @@ The template generation script/notebook draws from the following mini-templates,
 - [`about-validmind.ipynb`](about-validmind.ipynb): Conceptual overview of ValidMind & prerequisites.
 - [`install-initialize-validmind.ipynb`](install-initialize-validmind.ipynb): ValidMind Library installation & initialization instructions.
 - [`next-steps.ipynb`](next-steps.ipynb): Directions to review the generated documentation within the ValidMind Platform & additional learning resources.
-- [`upgrade-validmind.ipynb`](upgrade-validmind.ipynb): Instructions for comparing & upgrading versions of the ValidMind Library.
\ No newline at end of file
+- [`upgrade-validmind.ipynb`](upgrade-validmind.ipynb): Instructions for comparing & upgrading versions of the ValidMind Library.
+
+## Adding table of contents
+
+For lengthy notebooks, we recommend that you add a table of contents with the [**Simplified table of contents for Jupyter Notebooks extension**](https://github.com/validbeck/jupyter-notebook-toc/tree/main/installation).

From 48c82b174317f3acece992c84268fc7c6480f52e Mon Sep 17 00:00:00 2001
From: Beck <164545837+validbeck@users.noreply.github.com>
Date: Fri, 7 Mar 2025 14:39:37 -0800
Subject: [PATCH 08/11] Style guide tweak

---
 notebooks/templates/README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/notebooks/templates/README.md b/notebooks/templates/README.md
index 15f94047d..8ad589ab7 100644
--- a/notebooks/templates/README.md
+++ b/notebooks/templates/README.md
@@ -17,6 +17,6 @@ The template generation script/notebook draws from the following mini-templates,
 - [`next-steps.ipynb`](next-steps.ipynb): Directions to review the generated documentation within the ValidMind Platform & additional learning resources.
 - [`upgrade-validmind.ipynb`](upgrade-validmind.ipynb): Instructions for comparing & upgrading versions of the ValidMind Library.
 
-## Adding table of contents
+## Add table of contents
 
 For lengthy notebooks, we recommend that you add a table of contents with the [**Simplified table of contents for Jupyter Notebooks extension**](https://github.com/validbeck/jupyter-notebook-toc/tree/main/installation).

From 70a685dcd4024d3a7bd1c09af41ba33c8350fd0b Mon Sep 17 00:00:00 2001
From: Beck <164545837+validbeck@users.noreply.github.com>
Date: Tue, 11 Mar 2025 13:44:56 -0700
Subject: [PATCH 09/11] 101 +intro

---
 .../101-set_up_validmind.ipynb                | 116 ++++++++++--------
 1 file changed, 65 insertions(+), 51 deletions(-)

diff --git a/notebooks/tutorials/model_development/101-set_up_validmind.ipynb b/notebooks/tutorials/model_development/101-set_up_validmind.ipynb
index 6d75204a7..b9b15af03 100644
--- a/notebooks/tutorials/model_development/101-set_up_validmind.ipynb
+++ b/notebooks/tutorials/model_development/101-set_up_validmind.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "4a4933a6",
+   "id": "97710f2a",
    "metadata": {},
    "source": [
     "# ValidMind for model development — 101 Set up the ValidMind Library\n",
@@ -14,26 +14,27 @@
   },
   {
    "cell_type": "markdown",
-   "id": "eb8f781f",
+   "id": "d3bb0ff8",
    "metadata": {},
    "source": [
     "::: {.content-hidden when-format=\"html\"}\n",
     "## Contents    \n",
-    "- [About ValidMind](#toc1_)    \n",
-    "  - [Before you begin](#toc1_1_)    \n",
-    "  - [New to ValidMind?](#toc1_2_)    \n",
-    "  - [Key concepts](#toc1_3_)    \n",
-    "- [Initializing the ValidMind Library](#toc2_)    \n",
-    "  - [Install the ValidMind Library](#toc2_1_)    \n",
-    "  - [Initialize the ValidMind Library](#toc2_2_)    \n",
-    "    - [Get your code snippet](#toc2_2_1_)    \n",
-    "- [Getting to know ValidMind](#toc3_)    \n",
-    "  - [Preview the documentation template](#toc3_1_)    \n",
-    "  - [Explore available tests](#toc3_2_)    \n",
-    "- [Upgrade ValidMind](#toc4_)   \n",
-    "- [In summary](#toc5_)    \n",
-    "- [Next steps](#toc6_)    \n",
-    "  - [Start the model development process](#toc6_1_)    \n",
+    "- [Introduction](#toc1_)    \n",
+    "- [About ValidMind](#toc2_)    \n",
+    "  - [Before you begin](#toc2_1_)    \n",
+    "  - [New to ValidMind?](#toc2_2_)    \n",
+    "  - [Key concepts](#toc2_3_)    \n",
+    "- [Initializing the ValidMind Library](#toc3_)    \n",
+    "  - [Install the ValidMind Library](#toc3_1_)    \n",
+    "  - [Initialize the ValidMind Library](#toc3_2_)    \n",
+    "    - [Get your code snippet](#toc3_2_1_)    \n",
+    "- [Getting to know ValidMind](#toc4_)    \n",
+    "  - [Preview the documentation template](#toc4_1_)    \n",
+    "  - [Explore available tests](#toc4_2_)    \n",
+    "- [Upgrade ValidMind](#toc5_)    \n",
+    "- [In summary](#toc6_)    \n",
+    "- [Next steps](#toc7_)    \n",
+    "  - [Start the model development process](#toc7_1_)    \n",
     "\n",
     ":::\n",
     "<!-- jn-toc-notebook-config\n",
@@ -48,11 +49,28 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6fb01d26",
+   "id": "d78e3887",
    "metadata": {},
    "source": [
     "<a id='toc1_'></a>\n",
     "\n",
+    "## Introduction\n",
+    "\n",
+    "Model development aims to produce a fit for purpose *champion model* by conducting thorough testing and analysis, supporting the capabilities of the model with evidence in the form of documentation and test results. Model documentation should be clear and comprehensive, ideally following a structure or template covering all aspects of compliance with model risk regulation.\n",
+    "\n",
+    "A *binary classification model* is a type of predictive model used in churn analysis to identify customers who are likely to leave a service or subscription by analyzing various behavioral, transactional, and demographic factors.\n",
+    "\n",
+    "- This model helps businesses take proactive measures to retain at-risk customers by offering personalized incentives, improving customer service, or adjusting pricing strategies.\n",
+    "- Effective validation of a churn prediction model ensures that businesses can accurately identify potential churners, optimize retention efforts, and enhance overall customer satisfaction while minimizing revenue loss."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f40a5e0a",
+   "metadata": {},
+   "source": [
+    "<a id='toc2_'></a>\n",
+    "\n",
     "## About ValidMind\n",
     "\n",
     "ValidMind is a suite of tools for managing model risk, including risk associated with AI and statistical models. \n",
@@ -62,10 +80,10 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5f8704b4",
+   "id": "12af6ba2",
    "metadata": {},
    "source": [
-    "<a id='toc1_1_'></a>\n",
+    "<a id='toc2_1_'></a>\n",
     "\n",
     "### Before you begin\n",
     "\n",
@@ -76,10 +94,10 @@
   },
   {
    "cell_type": "markdown",
-   "id": "417b4c5d",
+   "id": "5f9cc87c",
    "metadata": {},
    "source": [
-    "<a id='toc1_2_'></a>\n",
+    "<a id='toc2_2_'></a>\n",
     "\n",
     "### New to ValidMind?\n",
     "\n",
@@ -92,10 +110,10 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4a0b5d1c",
+   "id": "31c5cde0",
    "metadata": {},
    "source": [
-    "<a id='toc1_3_'></a>\n",
+    "<a id='toc2_3_'></a>\n",
     "\n",
     "### Key concepts\n",
     "\n",
@@ -127,10 +145,10 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4904d8db",
+   "id": "1c06378f",
    "metadata": {},
    "source": [
-    "<a id='toc2_'></a>\n",
+    "<a id='toc3_'></a>\n",
     "\n",
     "## Initializing the ValidMind Library\n",
     "\n",
@@ -141,7 +159,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "<a id='toc2_1_'></a>\n",
+    "<a id='toc3_1_'></a>\n",
     "\n",
     "### Install the ValidMind Library\n",
     "\n",
@@ -155,7 +173,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "0871522b",
+   "id": "8883bbc3",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -164,10 +182,10 @@
   },
   {
    "cell_type": "markdown",
-   "id": "84178726",
+   "id": "780b6b39",
    "metadata": {},
    "source": [
-    "<a id='toc2_2_'></a>\n",
+    "<a id='toc3_2_'></a>\n",
     "\n",
     "### Initialize the ValidMind Library\n",
     "\n",
@@ -176,10 +194,9 @@
   },
   {
    "cell_type": "markdown",
-   "id": "129dc418",
    "metadata": {},
    "source": [
-    "<a id='toc2_2_1_'></a>\n",
+    "<a id='toc3_2_1_'></a>\n",
     "\n",
     "#### Get your code snippet\n",
     "\n",
@@ -194,7 +211,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "30cb228d",
+   "id": "d00f6f07",
    "metadata": {},
    "source": [
     "   - Documentation template: `Binary classification`\n",
@@ -216,7 +233,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "1d54327a",
+   "id": "5f22e91d",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -239,20 +256,19 @@
   },
   {
    "cell_type": "markdown",
-   "id": "514c99f0",
+   "id": "c3186121",
    "metadata": {},
    "source": [
-    "<a id='toc3_'></a>\n",
+    "<a id='toc4_'></a>\n",
     "\n",
     "## Getting to know ValidMind"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "c37cf7b7",
    "metadata": {},
    "source": [
-    "<a id='toc3_1_'></a>\n",
+    "<a id='toc4_1_'></a>\n",
     "\n",
     "### Preview the documentation template\n",
     "\n",
@@ -264,7 +280,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "bcd94f2a",
+   "id": "32ab4cac",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -273,10 +289,9 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d312e599",
    "metadata": {},
    "source": [
-    "<a id='toc3_2_'></a>\n",
+    "<a id='toc4_2_'></a>\n",
     "\n",
     "### Explore available tests\n",
     "\n",
@@ -288,7 +303,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "32f655f2",
+   "id": "acf76128",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -297,10 +312,9 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f09b62a9",
    "metadata": {},
    "source": [
-    "<a id='toc4_'></a>\n",
+    "<a id='toc5_'></a>\n",
     "\n",
     "## Upgrade ValidMind\n",
     "\n",
@@ -312,7 +326,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "b217ba32",
+   "id": "95bede03",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -333,7 +347,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "43ed1f28",
+   "id": "6a7bf101",
    "metadata": {},
    "source": [
     "You may need to restart your kernel after running the upgrade package for changes to be applied."
@@ -341,9 +355,10 @@
   },
   {
    "cell_type": "markdown",
+   "id": "207875f2",
    "metadata": {},
    "source": [
-    "<a id='toc5_'></a>\n",
+    "<a id='toc6_'></a>\n",
     "\n",
     "## In summary\n",
     "\n",
@@ -357,20 +372,19 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bb3d65cc",
+   "id": "29781eb4",
    "metadata": {},
    "source": [
-    "<a id='toc6_'></a>\n",
+    "<a id='toc7_'></a>\n",
     "\n",
     "## Next steps"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "9ce8b680",
    "metadata": {},
    "source": [
-    "<a id='toc6_1_'></a>\n",
+    "<a id='toc7_1_'></a>\n",
     "\n",
     "### Start the model development process\n",
     "\n",

From d32bde58fe5d3efbde5c56ed9881648338813976 Mon Sep 17 00:00:00 2001
From: Beck <164545837+validbeck@users.noreply.github.com>
Date: Tue, 11 Mar 2025 15:30:23 -0700
Subject: [PATCH 10/11] Update
 notebooks/tutorials/model_development/101-set_up_validmind.ipynb

Co-authored-by: Nik Richers <nik@validmind.ai>
---
 .../tutorials/model_development/101-set_up_validmind.ipynb      | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/notebooks/tutorials/model_development/101-set_up_validmind.ipynb b/notebooks/tutorials/model_development/101-set_up_validmind.ipynb
index b9b15af03..9a5936350 100644
--- a/notebooks/tutorials/model_development/101-set_up_validmind.ipynb
+++ b/notebooks/tutorials/model_development/101-set_up_validmind.ipynb
@@ -56,7 +56,7 @@
     "\n",
     "## Introduction\n",
     "\n",
-    "Model development aims to produce a fit for purpose *champion model* by conducting thorough testing and analysis, supporting the capabilities of the model with evidence in the form of documentation and test results. Model documentation should be clear and comprehensive, ideally following a structure or template covering all aspects of compliance with model risk regulation.\n",
+    "Model development aims to produce a fit-for-purpose *champion model* by conducting thorough testing and analysis, supporting the capabilities of the model with evidence in the form of documentation and test results. Model documentation should be clear and comprehensive, ideally following a structure or template covering all aspects of compliance with model risk regulation.\n",
     "\n",
     "A *binary classification model* is a type of predictive model used in churn analysis to identify customers who are likely to leave a service or subscription by analyzing various behavioral, transactional, and demographic factors.\n",
     "\n",

From a3bed97d2787f814e83e1893a826581bc060abfe Mon Sep 17 00:00:00 2001
From: Beck <164545837+validbeck@users.noreply.github.com>
Date: Tue, 11 Mar 2025 16:15:24 -0700
Subject: [PATCH 11/11] 2.8.13

---
 pyproject.toml           | 2 +-
 validmind/__version__.py | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 97133b421..52167756c 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -10,7 +10,7 @@ description = "ValidMind Library"
 license = "Commercial License"
 name = "validmind"
 readme = "README.pypi.md"
-version = "2.8.12"
+version = "2.8.13"
 
 [tool.poetry.dependencies]
 aiohttp = {extras = ["speedups"], version = "*"}
diff --git a/validmind/__version__.py b/validmind/__version__.py
index 7953a978c..76aba1042 100644
--- a/validmind/__version__.py
+++ b/validmind/__version__.py
@@ -1 +1 @@
-__version__ = "2.8.12"
+__version__ = "2.8.13"