'"," ); ","END; ","/"," "],"enabled":true,"result":{"startTime":1739898265366,"interpreter":"script.low","endTime":1739898265871,"results":[{"message":"\nPL/SQL procedure successfully completed.\n\n\n---------------------------\n","type":"TEXT"}],"taskStatus":"SUCCESS","forms":"[]","status":"SUCCESS"},"sizeX":0,"hideCode":false,"width":12,"hideResult":false,"dynamicFormParams":"{}","row":0,"hasTitle":false,"hideVizConfig":false,"hideGutter":true,"relations":[],"forms":"[]"},{"col":0,"visualizationConfig":null,"hideInIFrame":false,"selectedVisualization":"table","title":"View all Credentials Created","message":["%sql","SELECT * FROM ALL_CREDENTIALS;"],"enabled":true,"result":{"startTime":1739898357355,"interpreter":"sql.low","endTime":1739898357815,"results":null,"taskStatus":null,"forms":null,"status":null},"sizeX":0,"hideCode":false,"width":12,"hideResult":false,"dynamicFormParams":"{}","row":0,"hasTitle":true,"hideVizConfig":false,"hideGutter":true,"relations":[],"forms":"[]"},{"col":0,"visualizationConfig":null,"hideInIFrame":false,"selectedVisualization":"html","title":null,"message":["%md ","End of Notebook "],"enabled":true,"result":{"startTime":1739898397531,"interpreter":"md.low","endTime":1739898397985,"results":[{"message":"End of Notebook \n","type":"HTML"}],"taskStatus":"SUCCESS","forms":"[]","status":"SUCCESS"},"sizeX":0,"hideCode":true,"width":12,"hideResult":false,"dynamicFormParams":"{}","row":0,"hasTitle":false,"hideVizConfig":false,"hideGutter":true,"relations":[],"forms":"[]"}],"version":"7","snapshot":false,"tags":null}]
\ No newline at end of file
diff --git a/data-platform/data-science-vector-ml/oracle-machine-learning/code-assets/oml-prepare-data-for-machine-learning/LICENSE b/data-platform/data-science-vector-ml/oracle-select-ai/select-ai-intro-synthetic-data-generation/LICENSE
similarity index 100%
rename from data-platform/data-science-vector-ml/oracle-machine-learning/code-assets/oml-prepare-data-for-machine-learning/LICENSE
rename to data-platform/data-science-vector-ml/oracle-select-ai/select-ai-intro-synthetic-data-generation/LICENSE
diff --git a/data-platform/data-science-vector-ml/oracle-select-ai/select-ai-intro-synthetic-data-generation/README.md b/data-platform/data-science-vector-ml/oracle-select-ai/select-ai-intro-synthetic-data-generation/README.md
new file mode 100644
index 000000000..9495a7036
--- /dev/null
+++ b/data-platform/data-science-vector-ml/oracle-select-ai/select-ai-intro-synthetic-data-generation/README.md
@@ -0,0 +1,24 @@
+# Select AI Intro - Syntehtic Data Generation
+
+This file covers OML code snippets for utilising the Select AI Synthetic Generation capabilities. Please run the select-ai-intro-setup content first located in the GitHub directory above.
+
+Reviewed: 2025.03.02
+
+
+# When to use this asset?
+
+Use this asset as support material when working with OML for utilising the Select AI Synthetic Generation capabilities.
+
+
+# How to use this asset?
+
+This asset is provided as general purpose material. Please tailor the content according to your context and needs.
+
+
+# License
+
+Copyright (c) 2025 Oracle and/or its affiliates.
+
+Licensed under the Universal Permissive License (UPL), Version 1.0.
+
+See [LICENSE](https://github.com/oracle-devrel/technology-engineering/blob/main/LICENSE) for more details.
diff --git a/data-platform/data-science-vector-ml/oracle-select-ai/select-ai-intro-synthetic-data-generation/files/Select_AI_Synthetic_Data_Generation.dsnb b/data-platform/data-science-vector-ml/oracle-select-ai/select-ai-intro-synthetic-data-generation/files/Select_AI_Synthetic_Data_Generation.dsnb
new file mode 100644
index 000000000..7ec721443
--- /dev/null
+++ b/data-platform/data-science-vector-ml/oracle-select-ai/select-ai-intro-synthetic-data-generation/files/Select_AI_Synthetic_Data_Generation.dsnb
@@ -0,0 +1 @@
+[{"layout":"zeppelin","isRunnable":true,"template":"dsrgmn3y","templateConfig":"{\"visualization\":{\"filters\":[{\"_id\":1583324064459,\"type\":\"styling\",\"enabled\":true,\"conditions\":{\"operator\":\"and\",\"conditions\":[{\"property\":\"hiddenConnection\",\"operator\":\"*\",\"value\":\"\"}]},\"component\":\"edge\",\"target\":\"edge\",\"properties\":{\"colors\":[\"rgba(0, 0, 0, 0.1)\"],\"style\":[\"dashed\"],\"legendTitle\":[\"Hidden Connection\"]}},{\"_id\":1590499315755,\"type\":\"aggregation\",\"enabled\":true,\"conditions\":{\"operator\":\"and\",\"conditions\":[]},\"component\":\"vertex\",\"target\":\"vertex\",\"properties\":{},\"aggregation\":[{\"source\":\"\",\"type\":\"average\"}]}],\"version\":4}}","isEditable":true,"name":"02 - Demo Synthetic Data - Anon","description":null,"type":"medium","paragraphs":[{"col":0,"visualizationConfig":null,"hideInIFrame":false,"selectedVisualization":"html","title":null,"message":["%md ","Select AI - Generating Synthetic Data"],"enabled":true,"result":{"startTime":1739974441090,"interpreter":"md.medium","endTime":1739974441636,"results":[{"message":"Select AI - Generating Synthetic Data\n","type":"HTML"}],"taskStatus":"SUCCESS","forms":"[]","status":"SUCCESS"},"sizeX":0,"hideCode":true,"width":12,"hideResult":false,"dynamicFormParams":"{}","row":0,"hasTitle":false,"hideVizConfig":true,"hideGutter":true,"relations":[{"targetOrder":1,"createdBy":"SELECT_AI","executionOrder":1,"relation":"HAS_DEPENDENT"}],"forms":"[]"},{"col":0,"visualizationConfig":null,"hideInIFrame":false,"selectedVisualization":"html","title":null,"message":["%md"," Let's first clean up the environment"],"enabled":true,"result":{"startTime":1739974442150,"interpreter":"md.medium","endTime":1739974442612,"results":[{"message":"
Let's first clean up the environment<\/p>\n","type":"HTML"}],"taskStatus":"SUCCESS","forms":"[]","status":"SUCCESS"},"sizeX":0,"hideCode":true,"width":12,"hideResult":false,"dynamicFormParams":"{}","row":0,"hasTitle":false,"hideVizConfig":true,"hideGutter":true,"relations":[{"targetOrder":0,"createdBy":"SELECT_AI","executionOrder":1,"relation":"HAS_DEPENDENCY"}],"forms":"[]"},{"col":0,"visualizationConfig":null,"hideInIFrame":false,"selectedVisualization":"raw","title":null,"message":["%script","drop table if exists select_ai_director cascade constraints purge;","drop table if exists select_ai_movie cascade constraints purge;","drop table if exists select_ai_ cascade constraints purge;","drop table if exists select_ai_movie_actor cascade constraints purge;","","BEGIN "," DBMS_CLOUD_AI.drop_profile('');","END;","/ "],"enabled":true,"result":{"startTime":1739974632328,"interpreter":"script.medium","endTime":1739974634409,"results":[{"message":"\nTable IF dropped.\n\n\n---------------------------\n\nTable IF dropped.\n\n\n---------------------------\n\nTable IF dropped.\n\n\n---------------------------\n\nTable IF dropped.\n\n\n---------------------------\n","type":"TEXT"}],"taskStatus":"SUCCESS","forms":"[]","status":"SUCCESS"},"sizeX":0,"hideCode":false,"width":12,"hideResult":false,"dynamicFormParams":"{}","row":0,"hasTitle":false,"hideVizConfig":false,"hideGutter":true,"relations":[],"forms":"[]"},{"col":0,"visualizationConfig":null,"hideInIFrame":false,"selectedVisualization":"raw","title":"Create Demo Tables","message":["%script"," CREATE TABLE select_ai_director ("," director_id INT PRIMARY KEY,"," name VARCHAR(100)",");","","CREATE TABLE select_ai_movie ("," movie_id INT PRIMARY KEY,"," title VARCHAR(100),"," release_date DATE,"," genre VARCHAR(50),"," director_id INT,"," FOREIGN KEY (director_id) REFERENCES select_ai_director(director_id)",");","","CREATE TABLE select_ai_actor ("," actor_id INT PRIMARY KEY,"," name VARCHAR(100)",");","","CREATE TABLE select_ai_movie_actor ("," movie_id INT,"," actor_id INT,"," PRIMARY KEY (movie_id, actor_id),"," FOREIGN KEY (movie_id) REFERENCES select_ai_movie(movie_id),"," FOREIGN KEY (actor_id) REFERENCES select_ai_actor(actor_id)",");"],"enabled":true,"result":{"startTime":1739975139226,"interpreter":"script.medium","endTime":1739975139987,"results":[{"message":"\nTable SELECT_AI_DIRECTOR created.\n\n\n---------------------------\n\nTable SELECT_AI_MOVIE created.\n\n\n---------------------------\n\nTable SELECT_AI_ACTOR created.\n\n\n---------------------------\n\nTable SELECT_AI_MOVIE_ACTOR created.\n\n\n---------------------------\n","type":"TEXT"}],"taskStatus":"SUCCESS","forms":"[]","status":"SUCCESS"},"sizeX":0,"hideCode":false,"width":12,"hideResult":false,"dynamicFormParams":"{}","row":0,"hasTitle":true,"hideVizConfig":false,"hideGutter":true,"relations":[],"forms":"[]"},{"col":0,"visualizationConfig":null,"hideInIFrame":false,"selectedVisualization":"raw","title":"Create and Set AI Profile","message":["%script","BEGIN "," DBMS_CLOUD_AI.create_profile( "," profile_name => '', "," attributes => '{"," \"provider\": \"oci\""," , \"credential_name\": \"OCI$RESOURCE_PRINCIPAL\""," , \"object_list\": [ "," {\"owner\": \"ISMAIL\", \"name\": \"SELECT_AI_DIRECTOR\"}"," , {\"owner\": \"ISMAIL\", \"name\": \"SELECT_AI_MOVIE\"}"," , {\"owner\": \"ISMAIL\", \"name\": \"SELECT_AI_ACTOR\"}"," , {\"owner\": \"ISMAIL\", \"name\": \"SELECT_AI_MOVIE_ACTOR\"}"," ]"," }'); ","END; "," ","BEGIN"," DBMS_CLOUD_AI.SET_ATTRIBUTE('','oci_compartment_id',' '');"],"enabled":true,"result":{"startTime":1739975325267,"interpreter":"script.medium","endTime":1739975327349,"results":[{"message":"\nPL/SQL procedure successfully completed.\n\n\n---------------------------\n\nPL/SQL procedure successfully completed.\n\n\n---------------------------\n","type":"TEXT"}],"taskStatus":"SUCCESS","forms":"[]","status":"SUCCESS"},"sizeX":0,"hideCode":false,"width":12,"hideResult":false,"dynamicFormParams":"{}","row":0,"hasTitle":true,"hideVizConfig":false,"hideGutter":true,"relations":[],"forms":"[]"},{"col":0,"visualizationConfig":null,"hideInIFrame":false,"selectedVisualization":"raw","title":"Create Synthetic Data for a Single Table","message":["%script","BEGIN"," DBMS_CLOUD_AI.generate_synthetic_data("," profile_name => '',"," object_name => 'SELECT_AI_DIRECTOR',"," owner_name => '',"," record_count => 5 );","END;"],"enabled":true,"result":{"startTime":1739978631914,"interpreter":"script.medium","endTime":1739978650030,"results":[{"message":"\nPL/SQL procedure successfully completed.\n\n","type":"TEXT"}],"taskStatus":"SUCCESS","forms":"[]","status":"SUCCESS"},"sizeX":0,"hideCode":false,"width":12,"hideResult":false,"dynamicFormParams":"{}","row":0,"hasTitle":true,"hideVizConfig":false,"hideGutter":true,"relations":[],"forms":"[]"},{"col":0,"visualizationConfig":null,"hideInIFrame":false,"selectedVisualization":"table","title":null,"message":["%sql","select * from select_ai_director"," "],"enabled":true,"result":{"startTime":1739978689015,"interpreter":"sql.medium","endTime":1739978689498,"results":[{"message":"DIRECTOR_ID\tNAME\n1\tJohn Smith\n2\tEmily Johnson\n3\tMichael Brown\n4\tSarah Lee\n5\tWilliam Davis\n","type":"TABLE"}],"taskStatus":"SUCCESS","forms":"[]","status":"SUCCESS"},"sizeX":0,"hideCode":false,"width":12,"hideResult":false,"dynamicFormParams":"{}","row":0,"hasTitle":false,"hideVizConfig":false,"hideGutter":true,"relations":[],"forms":"[]"},{"col":0,"visualizationConfig":null,"hideInIFrame":false,"selectedVisualization":"raw","title":"Generate Synthetic Data for Multiple Tables","message":["%script","BEGIN"," DBMS_CLOUD_AI.generate_synthetic_data("," profile_name => '',"," object_list => '[{\"owner\": \"\", \"name\": \"select_ai_director\",\"record_count\":5},"," {\"owner\": \"\", \"name\": \"select_ai_movie_actor\",\"record_count\":5},"," {\"owner\": \"\", \"name\": \"select_ai_actor\",\"record_count\":10},"," {\"owner\": \"\", \"name\": \"select_ai_movie\",\"record_count\":5,\"user_prompt\":\"all movies released in 2009\"}]' );","END;"],"enabled":true,"result":{"startTime":1739978814786,"interpreter":"script.medium","endTime":1739978904301,"results":[{"message":"\nPL/SQL procedure successfully completed.\n\n","type":"TEXT"}],"taskStatus":"SUCCESS","forms":"[]","status":"SUCCESS"},"sizeX":0,"hideCode":false,"width":0,"hideResult":false,"dynamicFormParams":"{}","row":0,"hasTitle":true,"hideVizConfig":false,"hideGutter":true,"relations":[],"forms":"[]"},{"col":0,"visualizationConfig":null,"hideInIFrame":false,"selectedVisualization":"table","title":null,"message":["%sql"," select * from select_ai_movie"],"enabled":true,"result":{"startTime":1739979187041,"interpreter":"sql.medium","endTime":1739979187556,"results":[{"message":"MOVIE_ID\tTITLE\tRELEASE_DATE\tGENRE\tDIRECTOR_ID\n1\tThe Proposal\t2009-01-01 00:00:00\tRomance\t1\n2\tThe Hangover\t2009-06-05 00:00:00\tComedy\t5\n3\tInglourious Basterds\t2009-08-21 00:00:00\tAction\t2\n4\tDistrict 9\t2009-08-14 00:00:00\tScience Fiction\t8\n5\tThe Blind Side\t2009-11-20 00:00:00\tBiography\t10\n","type":"TABLE"}],"taskStatus":"SUCCESS","forms":"[]","status":"SUCCESS"},"sizeX":0,"hideCode":false,"width":0,"hideResult":false,"dynamicFormParams":"{}","row":0,"hasTitle":false,"hideVizConfig":false,"hideGutter":true,"relations":[],"forms":"[]"},{"col":0,"visualizationConfig":null,"hideInIFrame":false,"selectedVisualization":"html","title":null,"message":["%md ","End of Notebook"],"enabled":true,"result":{"startTime":1739979223030,"interpreter":"md.medium","endTime":1739979223487,"results":[{"message":"End of Notebook\n","type":"HTML"}],"taskStatus":"SUCCESS","forms":"[]","status":"SUCCESS"},"sizeX":0,"hideCode":true,"width":0,"hideResult":false,"dynamicFormParams":"{}","row":0,"hasTitle":false,"hideVizConfig":false,"hideGutter":true,"relations":[],"forms":"[]"}],"version":"7","snapshot":false,"tags":null}]
\ No newline at end of file
diff --git a/data-platform/data-science-vector-ml/oracle-vector-search/README.md b/data-platform/data-science-vector-ml/oracle-vector-search/README.md
index 1750cf831..27a97f2b5 100644
--- a/data-platform/data-science-vector-ml/oracle-vector-search/README.md
+++ b/data-platform/data-science-vector-ml/oracle-vector-search/README.md
@@ -2,7 +2,7 @@
This page covers Oracle Vector Search.
-Reviewed: 2024.11.16
+Reviewed: 2025.03.02
# License
diff --git a/data-platform/data-science-vector-ml/oracle-vector-search/code-assets/python-create-embeddings-cohere/LICENSE.txt b/data-platform/data-science-vector-ml/oracle-vector-search/configuring-in-memory-vector-index/LICENSE.txt
similarity index 100%
rename from data-platform/data-science-vector-ml/oracle-vector-search/code-assets/python-create-embeddings-cohere/LICENSE.txt
rename to data-platform/data-science-vector-ml/oracle-vector-search/configuring-in-memory-vector-index/LICENSE.txt
diff --git a/data-platform/data-science-vector-ml/oracle-vector-search/document-assets/configuring-in-memory-vector-index/README.md b/data-platform/data-science-vector-ml/oracle-vector-search/configuring-in-memory-vector-index/README.md
similarity index 97%
rename from data-platform/data-science-vector-ml/oracle-vector-search/document-assets/configuring-in-memory-vector-index/README.md
rename to data-platform/data-science-vector-ml/oracle-vector-search/configuring-in-memory-vector-index/README.md
index 73364d78b..9e5389431 100644
--- a/data-platform/data-science-vector-ml/oracle-vector-search/document-assets/configuring-in-memory-vector-index/README.md
+++ b/data-platform/data-science-vector-ml/oracle-vector-search/configuring-in-memory-vector-index/README.md
@@ -2,7 +2,7 @@
This document covers how to configure the in-memory vector index size within Oracle DB 23ai.
-Reviewed: 2024.11.16
+Reviewed: 2025.03.02
# When to use this asset?
diff --git a/data-platform/data-science-vector-ml/oracle-vector-search/document-assets/configuring-in-memory-vector-index/files/oracle-db-23ai-configuring-in-memory-vector-index.pdf b/data-platform/data-science-vector-ml/oracle-vector-search/configuring-in-memory-vector-index/files/oracle-db-23ai-configuring-in-memory-vector-index.pdf
similarity index 100%
rename from data-platform/data-science-vector-ml/oracle-vector-search/document-assets/configuring-in-memory-vector-index/files/oracle-db-23ai-configuring-in-memory-vector-index.pdf
rename to data-platform/data-science-vector-ml/oracle-vector-search/configuring-in-memory-vector-index/files/oracle-db-23ai-configuring-in-memory-vector-index.pdf
diff --git a/data-platform/data-science-vector-ml/oracle-vector-search/code-assets/python-create-embeddings-sentence-transformer/LICENSE.txt b/data-platform/data-science-vector-ml/oracle-vector-search/connecting-23ai/LICENSE.txt
similarity index 100%
rename from data-platform/data-science-vector-ml/oracle-vector-search/code-assets/python-create-embeddings-sentence-transformer/LICENSE.txt
rename to data-platform/data-science-vector-ml/oracle-vector-search/connecting-23ai/LICENSE.txt
diff --git a/data-platform/data-science-vector-ml/oracle-vector-search/document-assets/connecting-23ai/README.md b/data-platform/data-science-vector-ml/oracle-vector-search/connecting-23ai/README.md
similarity index 97%
rename from data-platform/data-science-vector-ml/oracle-vector-search/document-assets/connecting-23ai/README.md
rename to data-platform/data-science-vector-ml/oracle-vector-search/connecting-23ai/README.md
index a31510f6d..9effaa5d8 100644
--- a/data-platform/data-science-vector-ml/oracle-vector-search/document-assets/connecting-23ai/README.md
+++ b/data-platform/data-science-vector-ml/oracle-vector-search/connecting-23ai/README.md
@@ -2,7 +2,7 @@
This document covers the topic of different methods to allow you to connect to Oracle DB 23ai.
-Reviewed: 2024.11.16
+Reviewed: 2025.03.02
# When to use this asset?
diff --git a/data-platform/data-science-vector-ml/oracle-vector-search/document-assets/connecting-23ai/files/oracle-db-23ai-connect-ocidatascience-thin-client.pdf b/data-platform/data-science-vector-ml/oracle-vector-search/connecting-23ai/files/oracle-db-23ai-connect-ocidatascience-thin-client.pdf
similarity index 100%
rename from data-platform/data-science-vector-ml/oracle-vector-search/document-assets/connecting-23ai/files/oracle-db-23ai-connect-ocidatascience-thin-client.pdf
rename to data-platform/data-science-vector-ml/oracle-vector-search/connecting-23ai/files/oracle-db-23ai-connect-ocidatascience-thin-client.pdf
diff --git a/data-platform/data-science-vector-ml/oracle-vector-search/document-assets/connecting-23ai/files/oracle-db-23ai-connect-ssh.pdf b/data-platform/data-science-vector-ml/oracle-vector-search/connecting-23ai/files/oracle-db-23ai-connect-ssh.pdf
similarity index 100%
rename from data-platform/data-science-vector-ml/oracle-vector-search/document-assets/connecting-23ai/files/oracle-db-23ai-connect-ssh.pdf
rename to data-platform/data-science-vector-ml/oracle-vector-search/connecting-23ai/files/oracle-db-23ai-connect-ssh.pdf
diff --git a/data-platform/data-science-vector-ml/oracle-vector-search/document-assets/connecting-23ai/files/oracle-db-23ai-connect_sql-developer.pdf b/data-platform/data-science-vector-ml/oracle-vector-search/connecting-23ai/files/oracle-db-23ai-connect_sql-developer.pdf
similarity index 100%
rename from data-platform/data-science-vector-ml/oracle-vector-search/document-assets/connecting-23ai/files/oracle-db-23ai-connect_sql-developer.pdf
rename to data-platform/data-science-vector-ml/oracle-vector-search/connecting-23ai/files/oracle-db-23ai-connect_sql-developer.pdf
diff --git a/data-platform/data-science-vector-ml/oracle-vector-search/code-assets/python-create-simple-vector-table/LICENSE.txt b/data-platform/data-science-vector-ml/oracle-vector-search/loading-documents-23ai/LICENSE.txt
similarity index 100%
rename from data-platform/data-science-vector-ml/oracle-vector-search/code-assets/python-create-simple-vector-table/LICENSE.txt
rename to data-platform/data-science-vector-ml/oracle-vector-search/loading-documents-23ai/LICENSE.txt
diff --git a/data-platform/data-science-vector-ml/oracle-vector-search/document-assets/loading-documents-23ai/README.md b/data-platform/data-science-vector-ml/oracle-vector-search/loading-documents-23ai/README.md
similarity index 97%
rename from data-platform/data-science-vector-ml/oracle-vector-search/document-assets/loading-documents-23ai/README.md
rename to data-platform/data-science-vector-ml/oracle-vector-search/loading-documents-23ai/README.md
index e08520112..977620dec 100644
--- a/data-platform/data-science-vector-ml/oracle-vector-search/document-assets/loading-documents-23ai/README.md
+++ b/data-platform/data-science-vector-ml/oracle-vector-search/loading-documents-23ai/README.md
@@ -2,7 +2,7 @@
This document covers the topic of loading documents to an Oracle DB 23ai (Non-Autonomous) table.
-Reviewed: 2024.11.16
+Reviewed: 2025.03.02
# When to use this asset?
diff --git a/data-platform/data-science-vector-ml/oracle-vector-search/document-assets/loading-documents-23ai/files/oracle-db-23ai-loading-documents-db.pdf b/data-platform/data-science-vector-ml/oracle-vector-search/loading-documents-23ai/files/oracle-db-23ai-loading-documents-db.pdf
similarity index 100%
rename from data-platform/data-science-vector-ml/oracle-vector-search/document-assets/loading-documents-23ai/files/oracle-db-23ai-loading-documents-db.pdf
rename to data-platform/data-science-vector-ml/oracle-vector-search/loading-documents-23ai/files/oracle-db-23ai-loading-documents-db.pdf
diff --git a/data-platform/data-science-vector-ml/oracle-vector-search/document-assets/configuring-in-memory-vector-index/LICENSE.txt b/data-platform/data-science-vector-ml/oracle-vector-search/provisioning-23ai/LICENSE.txt
similarity index 100%
rename from data-platform/data-science-vector-ml/oracle-vector-search/document-assets/configuring-in-memory-vector-index/LICENSE.txt
rename to data-platform/data-science-vector-ml/oracle-vector-search/provisioning-23ai/LICENSE.txt
diff --git a/data-platform/data-science-vector-ml/oracle-vector-search/document-assets/provisioning-23ai/README.md b/data-platform/data-science-vector-ml/oracle-vector-search/provisioning-23ai/README.md
similarity index 96%
rename from data-platform/data-science-vector-ml/oracle-vector-search/document-assets/provisioning-23ai/README.md
rename to data-platform/data-science-vector-ml/oracle-vector-search/provisioning-23ai/README.md
index 368d0d6a9..1615b5eae 100644
--- a/data-platform/data-science-vector-ml/oracle-vector-search/document-assets/provisioning-23ai/README.md
+++ b/data-platform/data-science-vector-ml/oracle-vector-search/provisioning-23ai/README.md
@@ -2,7 +2,7 @@
This document covers the provisioning of Oracle Base Database Service 23ai.
-Reviewed: 2024.11.16
+Reviewed: 2025.03.02
# When to use this asset?
diff --git a/data-platform/data-science-vector-ml/oracle-vector-search/document-assets/provisioning-23ai/files/oracle-db-23ai-provisioning.pdf b/data-platform/data-science-vector-ml/oracle-vector-search/provisioning-23ai/files/oracle-db-23ai-provisioning.pdf
similarity index 100%
rename from data-platform/data-science-vector-ml/oracle-vector-search/document-assets/provisioning-23ai/files/oracle-db-23ai-provisioning.pdf
rename to data-platform/data-science-vector-ml/oracle-vector-search/provisioning-23ai/files/oracle-db-23ai-provisioning.pdf
diff --git a/data-platform/data-science-vector-ml/oracle-vector-search/document-assets/connecting-23ai/LICENSE.txt b/data-platform/data-science-vector-ml/oracle-vector-search/python-create-embeddings-cohere/LICENSE.txt
similarity index 100%
rename from data-platform/data-science-vector-ml/oracle-vector-search/document-assets/connecting-23ai/LICENSE.txt
rename to data-platform/data-science-vector-ml/oracle-vector-search/python-create-embeddings-cohere/LICENSE.txt
diff --git a/data-platform/data-science-vector-ml/oracle-vector-search/code-assets/python-create-embeddings-cohere/README.md b/data-platform/data-science-vector-ml/oracle-vector-search/python-create-embeddings-cohere/README.md
similarity index 98%
rename from data-platform/data-science-vector-ml/oracle-vector-search/code-assets/python-create-embeddings-cohere/README.md
rename to data-platform/data-science-vector-ml/oracle-vector-search/python-create-embeddings-cohere/README.md
index 54422e617..fcf0f9b50 100644
--- a/data-platform/data-science-vector-ml/oracle-vector-search/code-assets/python-create-embeddings-cohere/README.md
+++ b/data-platform/data-science-vector-ml/oracle-vector-search/python-create-embeddings-cohere/README.md
@@ -2,7 +2,7 @@
This document covers the topic of creating embeddings for Vector Search using OCI GenAI Embedding Model.
-Reviewed: 2024.11.16
+Reviewed: 2025.03.02
# When to use this asset?
diff --git a/data-platform/data-science-vector-ml/oracle-vector-search/code-assets/python-create-embeddings-cohere/files/python-sdk-create-embeddings-cohere.ipynb b/data-platform/data-science-vector-ml/oracle-vector-search/python-create-embeddings-cohere/files/python-sdk-create-embeddings-cohere.ipynb
similarity index 100%
rename from data-platform/data-science-vector-ml/oracle-vector-search/code-assets/python-create-embeddings-cohere/files/python-sdk-create-embeddings-cohere.ipynb
rename to data-platform/data-science-vector-ml/oracle-vector-search/python-create-embeddings-cohere/files/python-sdk-create-embeddings-cohere.ipynb
diff --git a/data-platform/data-science-vector-ml/oracle-vector-search/code-assets/python-create-embeddings-cohere/files/simple-demo-cohere-dataloading.sql b/data-platform/data-science-vector-ml/oracle-vector-search/python-create-embeddings-cohere/files/simple-demo-cohere-dataloading.sql
similarity index 100%
rename from data-platform/data-science-vector-ml/oracle-vector-search/code-assets/python-create-embeddings-cohere/files/simple-demo-cohere-dataloading.sql
rename to data-platform/data-science-vector-ml/oracle-vector-search/python-create-embeddings-cohere/files/simple-demo-cohere-dataloading.sql
diff --git a/data-platform/data-science-vector-ml/oracle-vector-search/document-assets/loading-documents-23ai/LICENSE.txt b/data-platform/data-science-vector-ml/oracle-vector-search/python-create-embeddings-sentence-transformer/LICENSE.txt
similarity index 100%
rename from data-platform/data-science-vector-ml/oracle-vector-search/document-assets/loading-documents-23ai/LICENSE.txt
rename to data-platform/data-science-vector-ml/oracle-vector-search/python-create-embeddings-sentence-transformer/LICENSE.txt
diff --git a/data-platform/data-science-vector-ml/oracle-vector-search/code-assets/python-create-embeddings-sentence-transformer/README.md b/data-platform/data-science-vector-ml/oracle-vector-search/python-create-embeddings-sentence-transformer/README.md
similarity index 98%
rename from data-platform/data-science-vector-ml/oracle-vector-search/code-assets/python-create-embeddings-sentence-transformer/README.md
rename to data-platform/data-science-vector-ml/oracle-vector-search/python-create-embeddings-sentence-transformer/README.md
index 152317116..f5f36ba7c 100644
--- a/data-platform/data-science-vector-ml/oracle-vector-search/code-assets/python-create-embeddings-sentence-transformer/README.md
+++ b/data-platform/data-science-vector-ml/oracle-vector-search/python-create-embeddings-sentence-transformer/README.md
@@ -2,7 +2,7 @@
This document covers the topic of creating embeddings for Vector Search using the Sentence Transformer Embedding Model.
-Reviewed: 2024.11.16
+Reviewed: 2025.03.02
# When to use this asset?
diff --git a/data-platform/data-science-vector-ml/oracle-vector-search/code-assets/python-create-embeddings-sentence-transformer/files/python-sdk-create-embedding-sentence-transformer.ipynb b/data-platform/data-science-vector-ml/oracle-vector-search/python-create-embeddings-sentence-transformer/files/python-sdk-create-embedding-sentence-transformer.ipynb
similarity index 100%
rename from data-platform/data-science-vector-ml/oracle-vector-search/code-assets/python-create-embeddings-sentence-transformer/files/python-sdk-create-embedding-sentence-transformer.ipynb
rename to data-platform/data-science-vector-ml/oracle-vector-search/python-create-embeddings-sentence-transformer/files/python-sdk-create-embedding-sentence-transformer.ipynb
diff --git a/data-platform/data-science-vector-ml/oracle-vector-search/code-assets/python-create-embeddings-sentence-transformer/files/simple-demo-dataloading.sql b/data-platform/data-science-vector-ml/oracle-vector-search/python-create-embeddings-sentence-transformer/files/simple-demo-dataloading.sql
similarity index 100%
rename from data-platform/data-science-vector-ml/oracle-vector-search/code-assets/python-create-embeddings-sentence-transformer/files/simple-demo-dataloading.sql
rename to data-platform/data-science-vector-ml/oracle-vector-search/python-create-embeddings-sentence-transformer/files/simple-demo-dataloading.sql
diff --git a/data-platform/data-science-vector-ml/oracle-vector-search/document-assets/provisioning-23ai/LICENSE.txt b/data-platform/data-science-vector-ml/oracle-vector-search/python-create-simple-vector-table/LICENSE.txt
similarity index 100%
rename from data-platform/data-science-vector-ml/oracle-vector-search/document-assets/provisioning-23ai/LICENSE.txt
rename to data-platform/data-science-vector-ml/oracle-vector-search/python-create-simple-vector-table/LICENSE.txt
diff --git a/data-platform/data-science-vector-ml/oracle-vector-search/code-assets/python-create-simple-vector-table/README.md b/data-platform/data-science-vector-ml/oracle-vector-search/python-create-simple-vector-table/README.md
similarity index 97%
rename from data-platform/data-science-vector-ml/oracle-vector-search/code-assets/python-create-simple-vector-table/README.md
rename to data-platform/data-science-vector-ml/oracle-vector-search/python-create-simple-vector-table/README.md
index 6d35f85b8..b060bfc94 100644
--- a/data-platform/data-science-vector-ml/oracle-vector-search/code-assets/python-create-simple-vector-table/README.md
+++ b/data-platform/data-science-vector-ml/oracle-vector-search/python-create-simple-vector-table/README.md
@@ -2,7 +2,7 @@
This document covers the insertion of a vector into a simple table containing the vector data type.
-Reviewed: 2024.11.16
+Reviewed: 2025.03.02
# When to use this asset?
diff --git a/data-platform/data-science-vector-ml/oracle-vector-search/code-assets/python-create-simple-vector-table/files/python-sdk-create-simple-vector.ipynb b/data-platform/data-science-vector-ml/oracle-vector-search/python-create-simple-vector-table/files/python-sdk-create-simple-vector.ipynb
similarity index 100%
rename from data-platform/data-science-vector-ml/oracle-vector-search/code-assets/python-create-simple-vector-table/files/python-sdk-create-simple-vector.ipynb
rename to data-platform/data-science-vector-ml/oracle-vector-search/python-create-simple-vector-table/files/python-sdk-create-simple-vector.ipynb
diff --git a/data-platform/data-science-vector-ml/shared-assets/README.md b/data-platform/data-science-vector-ml/shared-assets/README.md
index fde9a1cb2..2ca9b0226 100644
--- a/data-platform/data-science-vector-ml/shared-assets/README.md
+++ b/data-platform/data-science-vector-ml/shared-assets/README.md
@@ -2,7 +2,7 @@
This page covers shared assets, meaning assets that are not single product specific, and that cover either multiple products or a broader scope.
-Reviewed: 2024.11.16
+Reviewed: 2025.03.02
# License
diff --git a/data-platform/data-science-vector-ml/shared-assets/art-of-possible-demo-assets/README.md b/data-platform/data-science-vector-ml/shared-assets/art-of-possible-demo-assets/README.md
index 585087c85..df3a8826f 100644
--- a/data-platform/data-science-vector-ml/shared-assets/art-of-possible-demo-assets/README.md
+++ b/data-platform/data-science-vector-ml/shared-assets/art-of-possible-demo-assets/README.md
@@ -2,7 +2,7 @@
This page covers the Art of Possible Demo-associated assets.
-Reviewed: 2024.11.16
+Reviewed: 2025.03.02
# License
diff --git a/data-platform/data-science-vector-ml/shared-assets/art-of-possible-demo-assets/credit-risk-scoring/README.md b/data-platform/data-science-vector-ml/shared-assets/art-of-possible-demo-assets/credit-risk-scoring/README.md
index b16a02b9c..33e9b0bbf 100644
--- a/data-platform/data-science-vector-ml/shared-assets/art-of-possible-demo-assets/credit-risk-scoring/README.md
+++ b/data-platform/data-science-vector-ml/shared-assets/art-of-possible-demo-assets/credit-risk-scoring/README.md
@@ -2,7 +2,7 @@
This demo is going to showcase predicting the creditworthiness of a loan applicant.
-Reviewed: 2024.11.16
+Reviewed: 2025.03.02
# When to use this asset?
diff --git a/data-platform/data-science-vector-ml/shared-assets/art-of-possible-demo-assets/did-not-attend-risk-model/README.md b/data-platform/data-science-vector-ml/shared-assets/art-of-possible-demo-assets/did-not-attend-risk-model/README.md
index 898679a41..f998f8fa2 100644
--- a/data-platform/data-science-vector-ml/shared-assets/art-of-possible-demo-assets/did-not-attend-risk-model/README.md
+++ b/data-platform/data-science-vector-ml/shared-assets/art-of-possible-demo-assets/did-not-attend-risk-model/README.md
@@ -4,7 +4,7 @@ This demo will showcase Oracle Data Science capabilities to predict the likeliho
The objective is not only to make accurate predictions but also to understand the reasons why our Machine Learning Model has predicted each patient to be a show or a no-show.
By exploring the explainability of a model we will be able to answer the question of ‘why’ a patient will likely be a no-show so that the practice operational team can follow up with a friendly reminder or reschedule for a more convenient time.
-Reviewed: 2024.11.16
+Reviewed: 2025.03.02
# When to use this asset?
diff --git a/data-platform/data-science-vector-ml/shared-assets/art-of-possible-demo-assets/footfall-forecasting/README.md b/data-platform/data-science-vector-ml/shared-assets/art-of-possible-demo-assets/footfall-forecasting/README.md
index ae8f7908f..a861792db 100644
--- a/data-platform/data-science-vector-ml/shared-assets/art-of-possible-demo-assets/footfall-forecasting/README.md
+++ b/data-platform/data-science-vector-ml/shared-assets/art-of-possible-demo-assets/footfall-forecasting/README.md
@@ -3,7 +3,7 @@
This demo is going to show Oracle AI Platform capabilities to predict the number of customers visiting a Retail space by following a composite AI approach.
The objective is to make accurate predictions about future footfall and make data-driven decisions about staffing, inventory, and rental prices as well as optimize tenant mix by combining various techniques such as descriptive analytics, NLP, image detection, and forecasting.
-Reviewed: 2024.11.16
+Reviewed: 2025.03.02
# When to use this asset?
diff --git a/data-platform/data-science-vector-ml/shared-assets/art-of-possible-demo-assets/procurement-forecasting/README.md b/data-platform/data-science-vector-ml/shared-assets/art-of-possible-demo-assets/procurement-forecasting/README.md
index d989349d0..3a4cd7361 100644
--- a/data-platform/data-science-vector-ml/shared-assets/art-of-possible-demo-assets/procurement-forecasting/README.md
+++ b/data-platform/data-science-vector-ml/shared-assets/art-of-possible-demo-assets/procurement-forecasting/README.md
@@ -3,7 +3,7 @@
This demonstration will showcase the capabilities of the Oracle Machine Learning Platform in aiding procurement teams with data-driven decision-making.
Objectives are: classifying vendors or suppliers into different categories based on various criteria to streamline procurement processes, identifying unusual or abnormal patterns in spending data, and forecasting total daily/weekly/monthly procurement spending for each vendor.
-Reviewed: 2024.11.16
+Reviewed: 2025.03.02
# When to use this asset?
diff --git a/data-platform/data-science-vector-ml/shared-assets/art-of-possible-demo-assets/tax-fraud-detection/README.md b/data-platform/data-science-vector-ml/shared-assets/art-of-possible-demo-assets/tax-fraud-detection/README.md
index 077bb2877..ecd20601e 100644
--- a/data-platform/data-science-vector-ml/shared-assets/art-of-possible-demo-assets/tax-fraud-detection/README.md
+++ b/data-platform/data-science-vector-ml/shared-assets/art-of-possible-demo-assets/tax-fraud-detection/README.md
@@ -4,7 +4,7 @@ This demo is going to showcase Oracle AI/ML platform capabilities to identify fr
A particular type of behavior investigated includes circular money transfers, which can be indicative of abnormal interactions and can constitute sufficient cause for further analysis.
The objective is to uncover hidden fraud patterns through graph analysis, machine learning, and generative AI techniques.
-Reviewed: 2024.11.16
+Reviewed: 2025.03.02
# When to use this asset?
diff --git a/data-platform/data-science-vector-ml/shared-assets/other-assets/innovation-with-ai-machine-learning-and-data-science/LICENSE b/data-platform/data-science-vector-ml/shared-assets/other-assets/innovation-with-ai-machine-learning-and-data-science/LICENSE
deleted file mode 100644
index 8dc7c0703..000000000
--- a/data-platform/data-science-vector-ml/shared-assets/other-assets/innovation-with-ai-machine-learning-and-data-science/LICENSE
+++ /dev/null
@@ -1,35 +0,0 @@
-Copyright (c) 2025 Oracle and/or its affiliates.
-
-The Universal Permissive License (UPL), Version 1.0
-
-Subject to the condition set forth below, permission is hereby granted to any
-person obtaining a copy of this software, associated documentation and/or data
-(collectively the "Software"), free of charge and under any and all copyright
-rights in the Software, and any and all patent rights owned or freely
-licensable by each licensor hereunder covering either (i) the unmodified
-Software as contributed to or provided by such licensor, or (ii) the Larger
-Works (as defined below), to deal in both
-
-(a) the Software, and
-(b) any piece of software and/or hardware listed in the lrgrwrks.txt file if
-one is included with the Software (each a "Larger Work" to which the Software
-is contributed by such licensors),
-
-without restriction, including without limitation the rights to copy, create
-derivative works of, display, perform, and distribute the Software and make,
-use, sell, offer for sale, import, export, have made, and have sold the
-Software and the Larger Work(s), and to sublicense the foregoing rights on
-either these or other terms.
-
-This license is subject to the following condition:
-The above copyright notice and either this complete permission notice or at
-a minimum a reference to the UPL must be included in all copies or
-substantial portions of the Software.
-
-THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
-IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
-FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
-AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
-LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
-OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
-SOFTWARE.
\ No newline at end of file
diff --git a/data-platform/data-science-vector-ml/shared-assets/other-assets/innovation-with-ai-machine-learning-and-data-science/README.md b/data-platform/data-science-vector-ml/shared-assets/other-assets/innovation-with-ai-machine-learning-and-data-science/README.md
deleted file mode 100644
index d06a00bec..000000000
--- a/data-platform/data-science-vector-ml/shared-assets/other-assets/innovation-with-ai-machine-learning-and-data-science/README.md
+++ /dev/null
@@ -1,24 +0,0 @@
-# Innovation with AI, Machine Learning and Data Science
-
-This document covers the broad topic of innovation with Artificial Intelligence, Machine Learning and Data Science.
-
-Reviewed: 2024.11.16
-
-
-# When to use this asset?
-
-Use this asset as support material when working with the subject of innovation with Artificial Intelligence, Machine Learning and Data Science.
-
-
-# How to use this asset?
-
-This asset is provided as general purpose material. Please tailor the content according to your context and needs.
-
-
-# License
-
-Copyright (c) 2025 Oracle and/or its affiliates.
-
-Licensed under the Universal Permissive License (UPL), Version 1.0.
-
-See [LICENSE](https://github.com/oracle-devrel/technology-engineering/blob/main/LICENSE) for more details.
diff --git a/data-platform/data-science-vector-ml/shared-assets/other-assets/innovation-with-ai-machine-learning-and-data-science/files/innovation-with-ai-machine-learning-and-data-science.pdf b/data-platform/data-science-vector-ml/shared-assets/other-assets/innovation-with-ai-machine-learning-and-data-science/files/innovation-with-ai-machine-learning-and-data-science.pdf
deleted file mode 100644
index 1360c6cda..000000000
Binary files a/data-platform/data-science-vector-ml/shared-assets/other-assets/innovation-with-ai-machine-learning-and-data-science/files/innovation-with-ai-machine-learning-and-data-science.pdf and /dev/null differ
diff --git a/data-platform/data-science-vector-ml/shared-assets/other-assets/oci-ai-ml-ds-architecture-templates/README.md b/data-platform/data-science-vector-ml/shared-assets/other-assets/oci-ai-ml-ds-architecture-templates/README.md
index cd6c74cd6..f6c1e5dfb 100644
--- a/data-platform/data-science-vector-ml/shared-assets/other-assets/oci-ai-ml-ds-architecture-templates/README.md
+++ b/data-platform/data-science-vector-ml/shared-assets/other-assets/oci-ai-ml-ds-architecture-templates/README.md
@@ -2,7 +2,7 @@
This document covers Oracle Cloud Infrastructure Artificial Intelligence, Machine Learning and Data Science architecture templates.
-Reviewed: 2024.11.16
+Reviewed: 2025.03.02
# When to use this asset?
diff --git a/data-platform/data-science-vector-ml/shared-assets/other-assets/rstudio-install-on-oracle-linux/README.md b/data-platform/data-science-vector-ml/shared-assets/other-assets/rstudio-install-on-oracle-linux/README.md
index 7f4662d50..119cc48fa 100644
--- a/data-platform/data-science-vector-ml/shared-assets/other-assets/rstudio-install-on-oracle-linux/README.md
+++ b/data-platform/data-science-vector-ml/shared-assets/other-assets/rstudio-install-on-oracle-linux/README.md
@@ -2,7 +2,7 @@
This document covers installation of RStudio on Oracle Linux.
-Reviewed: 2024.11.16
+Reviewed: 2025.03.02
# When to use this asset?