Reviewing all Data Science, Vector & ML GitHub Content

iosyed · iosyed · commit 6f3c5d3a188b · 2024-11-16T18:07:52.000Z
diff --git a/data-platform/data-science-vector-ml/README.md b/data-platform/data-science-vector-ml/README.md
@@ -2,7 +2,7 @@
 
 The Data Science, Vector and Machine Learning section covers the tools and services under the broader Oracle Artificial Intelligence / Machine Learning / Data Science platform targeted at Data Science personas.
 
-Reviewed: 2024.07.16
+Reviewed: 2024.11.16
 
 
 # License
diff --git a/data-platform/data-science-vector-ml/oracle-data-science-service/README.md b/data-platform/data-science-vector-ml/oracle-data-science-service/README.md
@@ -4,7 +4,7 @@ This page covers Oracle Cloud Infrastructure (OCI) Data Science Service.
 
 Oracle Cloud Infrastructure (OCI) Data Science is a fully-managed platform for teams of data scientists to build, train, deploy, and manage machine learning models using Python and open source tools. Use a JupyterLab-based environment to experiment and develop models. Scale up model training with NVIDIA GPUs and distributed training. Take models into production and keep them healthy with MLOps capabilities, such as automated pipelines, model deployments, and model monitoring.
 
-Reviewed: 2024.03.25
+Reviewed: 2024.11.16
 
 
 # Table of Contents
diff --git a/data-platform/data-science-vector-ml/oracle-data-science-service/code-assets/ods-enhance-data-with-gan/README.md b/data-platform/data-science-vector-ml/oracle-data-science-service/code-assets/ods-enhance-data-with-gan/README.md
@@ -2,7 +2,7 @@
  
 This files cover code snippets for OCI Data Science, for enhancing data with GAN (Generative Adversarial Networks).
 
-Reviewed: 2024.03.25
+Reviewed: 2024.11.16
  
 
 # When to use this asset?
diff --git a/data-platform/data-science-vector-ml/oracle-data-science-service/code-assets/ods-generate-synthetic-data/README.md b/data-platform/data-science-vector-ml/oracle-data-science-service/code-assets/ods-generate-synthetic-data/README.md
@@ -2,7 +2,7 @@
  
 This files cover code snippets for OCI Data Science, for generating synthetic data.
 
-Reviewed: 2024.03.25
+Reviewed: 2024.11.16
  
 
 # When to use this asset?
diff --git a/data-platform/data-science-vector-ml/oracle-data-science-service/code-assets/ods-jobs-ads-hello-world/README.md b/data-platform/data-science-vector-ml/oracle-data-science-service/code-assets/ods-jobs-ads-hello-world/README.md
@@ -2,7 +2,7 @@
  
 This files cover code snippets for OCI Data Science, for jobs with ADS.
 
-Reviewed: 2024.03.25
+Reviewed: 2024.11.16
  
 
 # When to use this asset?
diff --git a/data-platform/data-science-vector-ml/oracle-data-science-service/code-assets/ods-jobs-distributed-training/README.md b/data-platform/data-science-vector-ml/oracle-data-science-service/code-assets/ods-jobs-distributed-training/README.md
@@ -2,7 +2,7 @@
  
 This files cover code snippets for OCI Data Science, for jobs distributed training.
 
-Reviewed: 2024.03.25
+Reviewed: 2024.11.16
  
 
 # When to use this asset?
diff --git a/data-platform/data-science-vector-ml/oracle-data-science-service/code-assets/ods-mflow/README.md b/data-platform/data-science-vector-ml/oracle-data-science-service/code-assets/ods-mflow/README.md
@@ -2,7 +2,7 @@
  
 This file covers code snippets for OCI Data Science, for MLflow.
 
-Reviewed: 2024.03.25
+Reviewed: 2024.11.16
  
 
 # When to use this asset?
diff --git a/data-platform/data-science-vector-ml/oracle-data-science-service/code-assets/ods-mlflow-auth-mysql/README.md b/data-platform/data-science-vector-ml/oracle-data-science-service/code-assets/ods-mlflow-auth-mysql/README.md
@@ -2,7 +2,7 @@
  
 This file covers code snippets for OCI Data Science, for MLflow authentication with MySQL.
 
-Reviewed: 2024.03.25
+Reviewed: 2024.11.16
  
 
 # When to use this asset?
diff --git a/data-platform/data-science-vector-ml/oracle-data-science-service/code-assets/ods-mlflow-auth/README.md b/data-platform/data-science-vector-ml/oracle-data-science-service/code-assets/ods-mlflow-auth/README.md
@@ -2,7 +2,7 @@
  
 This file covers code snippets for OCI Data Science, for MLflow authentication.
 
-Reviewed: 2024.03.25
+Reviewed: 2024.11.16
  
 
 # When to use this asset?
diff --git a/data-platform/data-science-vector-ml/oracle-data-science-service/code-assets/ods-sample-r/README.md b/data-platform/data-science-vector-ml/oracle-data-science-service/code-assets/ods-sample-r/README.md
@@ -2,7 +2,7 @@
  
 This file covers code snippets for OCI Data Science, for R code samples.
 
-Reviewed: 2024.03.25
+Reviewed: 2024.11.16
  
 
 # When to use this asset?
diff --git a/data-platform/data-science-vector-ml/oracle-data-science-service/document-assets/github-integration-for-oci-data-science/README.md b/data-platform/data-science-vector-ml/oracle-data-science-service/document-assets/github-integration-for-oci-data-science/README.md
@@ -2,7 +2,7 @@
  
 This document covers the topic of GitHub integration for OCI Data Science.
 
-Reviewed: 2024.03.25
+Reviewed: 2024.11.16
  
 
 # When to use this asset?
diff --git a/data-platform/data-science-vector-ml/oracle-data-science-service/document-assets/jobs-for-distributed-training-with-oci-data-science/README.md b/data-platform/data-science-vector-ml/oracle-data-science-service/document-assets/jobs-for-distributed-training-with-oci-data-science/README.md
@@ -2,7 +2,7 @@
  
 This document covers the topic of jobs distributed training with OCI Data Science.
 
-Reviewed: 2024.03.25
+Reviewed: 2024.11.16
  
 
 # When to use this asset?
diff --git a/data-platform/data-science-vector-ml/oracle-data-science-service/document-assets/jobs-with-oci-data-science-ads-operator-control/README.md b/data-platform/data-science-vector-ml/oracle-data-science-service/document-assets/jobs-with-oci-data-science-ads-operator-control/README.md
@@ -2,7 +2,7 @@
  
 This document covers the topic of jobs with OCI Data Science ADS Operator Control.
 
-Reviewed: 2024.03.25
+Reviewed: 2024.11.16
  
 
 # When to use this asset?
diff --git a/data-platform/data-science-vector-ml/oracle-data-science-service/document-assets/oci-setup-mlflow-tracking-server/README.md b/data-platform/data-science-vector-ml/oracle-data-science-service/document-assets/oci-setup-mlflow-tracking-server/README.md
@@ -2,7 +2,7 @@
  
 This document covers setup of MLflow Tracking Server on OCI.
 
-Reviewed: 2024.03.25
+Reviewed: 2024.11.16
  
 
 # When to use this asset?
diff --git a/data-platform/data-science-vector-ml/oracle-data-science-service/document-assets/provisioning-oci-ai-all-in-one-data-science-image/README.md b/data-platform/data-science-vector-ml/oracle-data-science-service/document-assets/provisioning-oci-ai-all-in-one-data-science-image/README.md
@@ -2,7 +2,7 @@
  
 This document covers provisioning of OCI AI All-in-One Data Science image.
 
-Reviewed: 2024.03.25
+Reviewed: 2024.11.16
  
 
 # When to use this asset?
diff --git a/data-platform/data-science-vector-ml/oracle-data-science-service/document-assets/r-conda-environment-installation-for-oci-data-science/README.md b/data-platform/data-science-vector-ml/oracle-data-science-service/document-assets/r-conda-environment-installation-for-oci-data-science/README.md
@@ -2,7 +2,7 @@
  
 This document covers installation of R Conda environment for OCI Data Science.
 
-Reviewed: 2024.03.25
+Reviewed: 2024.11.16
  
 
 # When to use this asset?
diff --git a/data-platform/data-science-vector-ml/oracle-graph-for-data-science/README.md b/data-platform/data-science-vector-ml/oracle-graph-for-data-science/README.md
@@ -4,7 +4,7 @@ This page covers Oracle Graph analytics for Data Science projects.
 
 Graph databases, part of Oracle’s converged database offering, eliminate the need to set up a separate database and move data. Analysts and developers can perform fraud detection in banking, find connections and links to data, and improve traceability in smart manufacturing, all while gaining enterprise-grade security, ease of data ingestion, and strong support for data workloads.
 
-Reviewed: 2024.03.25
+Reviewed: 2024.11.16
 
 
 # Useful Links
diff --git a/data-platform/data-science-vector-ml/oracle-graph-for-data-science/code-assets/opg-explore-graph-model/README.md b/data-platform/data-science-vector-ml/oracle-graph-for-data-science/code-assets/opg-explore-graph-model/README.md
@@ -2,7 +2,7 @@
  
 This file covers code snippets for Oracle Property Graph, for the Explore Graph Model step.
 
-Reviewed: 2024.03.25
+Reviewed: 2024.11.16
  
 
 # When to use this asset?
diff --git a/data-platform/data-science-vector-ml/oracle-graph-for-data-science/code-assets/opg-extract-graph-metrics/README.md b/data-platform/data-science-vector-ml/oracle-graph-for-data-science/code-assets/opg-extract-graph-metrics/README.md
@@ -2,7 +2,7 @@
  
 This file covers code snippets for Oracle Property Graph, for the Extract Graph Metrics step.
 
-Reviewed: 2024.03.25
+Reviewed: 2024.11.16
  
 
 # When to use this asset?
diff --git a/data-platform/data-science-vector-ml/oracle-machine-learning/README.md b/data-platform/data-science-vector-ml/oracle-machine-learning/README.md
@@ -4,7 +4,7 @@ This page covers Oracle Machine Learning, or Machine Learning in Oracle Database
 
 Machine Learning in Oracle Database supports data exploration, preparation, and machine learning modeling at scale using SQL, R, Python, REST, automated machine learning (AutoML), and no-code interfaces. It includes more than 30 high-performance in-database algorithms producing models for immediate use in applications. By keeping data in the database, organizations can simplify their overall architecture and maintain data synchronization and security. It enables data scientists and other data professionals to build models quickly by simplifying and automating key elements of the machine learning lifecycle.
 
-Reviewed: 2024.03.25
+Reviewed: 2024.11.16
 
 # Team Publications
 
diff --git a/data-platform/data-science-vector-ml/oracle-machine-learning/code-assets/oml-create-machine-learning-models/README.md b/data-platform/data-science-vector-ml/oracle-machine-learning/code-assets/oml-create-machine-learning-models/README.md
@@ -2,7 +2,7 @@
  
 This file covers code snippets for Oracle Machine Learning, for the Create Machine Learning Models step.
 
-Reviewed: 2024.03.25
+Reviewed: 2024.11.16
  
 
 # When to use this asset?
diff --git a/data-platform/data-science-vector-ml/oracle-machine-learning/code-assets/oml-explore-enhanced-data/README.md b/data-platform/data-science-vector-ml/oracle-machine-learning/code-assets/oml-explore-enhanced-data/README.md
@@ -2,7 +2,7 @@
  
 This file covers code snippets for Oracle Machine Learning, for the Explore Enhanced Data step.
 
-Reviewed: 2024.03.25
+Reviewed: 2024.11.16
  
 
 # When to use this asset?
diff --git a/data-platform/data-science-vector-ml/oracle-machine-learning/code-assets/oml-prepare-data-for-graph/README.md b/data-platform/data-science-vector-ml/oracle-machine-learning/code-assets/oml-prepare-data-for-graph/README.md
@@ -2,7 +2,7 @@
  
 This file covers code snippets for Oracle Machine Learning, for the Prepare Data for Graph step.
 
-Reviewed: 2024.03.25
+Reviewed: 2024.11.16
  
 
 # When to use this asset?
diff --git a/data-platform/data-science-vector-ml/oracle-machine-learning/code-assets/oml-prepare-data-for-machine-learning/README.md b/data-platform/data-science-vector-ml/oracle-machine-learning/code-assets/oml-prepare-data-for-machine-learning/README.md
@@ -2,7 +2,7 @@
  
 This file covers code snippets for Oracle Machine Learning, for the Prepare Data for Machine Learning step.
 
-Reviewed: 2024.03.25
+Reviewed: 2024.11.16
  
 
 # When to use this asset?
diff --git a/data-platform/data-science-vector-ml/oracle-machine-learning/document-assets/oml4r-installation-on-oracle-database/README.md b/data-platform/data-science-vector-ml/oracle-machine-learning/document-assets/oml4r-installation-on-oracle-database/README.md
@@ -2,7 +2,7 @@
  
 This document covers installation of OML4R on Oracle Database.
 
-Reviewed: 2024.03.25
+Reviewed: 2024.11.16
  
 
 # When to use this asset?
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
@@ -2,7 +2,7 @@
 
 This page covers Oracle Vector Search.
 
-Reviewed: 2024.03.25
+Reviewed: 2024.11.16
 
 
 # License
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/code-assets/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: 2024.09.06
+Reviewed: 2024.11.16
  
 
 # When to use this asset?
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/code-assets/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: 2024.09.06
+Reviewed: 2024.11.16
  
 
 # When to use this asset?
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/code-assets/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: 2024.09.06
+Reviewed: 2024.11.16
  
 
 # When to use this asset?
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/document-assets/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: 2024.09.06
+Reviewed: 2024.11.16
  
 
 # When to use this asset?
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/document-assets/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: 2024.09.06
+Reviewed: 2024.11.16
  
 
 # When to use this asset?
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/document-assets/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: 2024.09.06
+Reviewed: 2024.11.16
  
 
 # When to use this asset?
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/document-assets/provisioning-23ai/README.md
@@ -2,7 +2,7 @@
  
 This document covers the provisioning of Oracle Base Database Service 23ai.
 
-Reviewed: 2024.09.06
+Reviewed: 2024.11.16
  
 
 # When to use this asset?
diff --git 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: 2024.03.25
+Reviewed: 2024.11.16
 
 
 # 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
@@ -2,7 +2,7 @@
 
 This page covers the Art of Possible Demo-associated assets.
 
-Reviewed: 2024.03.25
+Reviewed: 2024.11.16
 
 
 # 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
@@ -2,7 +2,7 @@
 
 This demo is going to showcase predicting the creditworthiness of a loan applicant.
 
-Reviewed: 2024.03.25
+Reviewed: 2024.11.16
  
 
 # 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
@@ -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: 2024.03.25
+Reviewed: 2024.11.16
 
 
 # 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
@@ -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: 2024.03.25
+Reviewed: 2024.11.16
 
 
 # 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
@@ -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: 2024.03.25
+Reviewed: 2024.11.16
 
 
 # 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
@@ -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: 2024.03.25
+Reviewed: 2024.11.16
  
 
 # 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/README.md b/data-platform/data-science-vector-ml/shared-assets/other-assets/innovation-with-ai-machine-learning-and-data-science/README.md
@@ -2,7 +2,7 @@
  
 This document covers the broad topic of innovation with Artificial Intelligence, Machine Learning and Data Science.
 
-Reviewed: 2024.03.25
+Reviewed: 2024.11.16
  
 
 # When to use this asset?
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
@@ -2,7 +2,7 @@
  
 This document covers Oracle Cloud Infrastructure Artificial Intelligence, Machine Learning and Data Science architecture templates.
 
-Reviewed: 2024.03.25
+Reviewed: 2024.11.16
  
 
 # 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
@@ -2,7 +2,7 @@
  
 This document covers installation of RStudio on Oracle Linux.
 
-Reviewed: 2024.03.25
+Reviewed: 2024.11.16
  
 
 # When to use this asset?
