diff --git a/ai/data-science/README.md b/ai/data-science/README.md index b8e3ae9fb2..f50841c12a 100644 --- a/ai/data-science/README.md +++ b/ai/data-science/README.md @@ -9,24 +9,21 @@ The Data Science section covers the tools and services under the broader Oracle * Oracle AI Vector Search (In-Database) * Oracle Private AI Services Container (Database Extension) * Oracle Select AI (In-Database) -* Oracle Graph (In-Database) -* Oracle Spatial (In-Databse)

+

-Reviewed: 2026.04.23 +Reviewed: 2026.08.13

# Table of Contents -1. [Oracle AI Agent Memory](https://github.com/oracle-devrel/technology-engineering/tree/main/data-platform/data-science/oracle-ai-agent-memory) -2. [OCI Data Science](https://github.com/oracle-devrel/technology-engineering/tree/main/data-platform/data-science/oracle-data-science) -3. [Oracle Graph](https://github.com/oracle-devrel/technology-engineering/tree/main/data-platform/data-science/oracle-graph) -4. [Oracle Machine Learning](https://github.com/oracle-devrel/technology-engineering/tree/main/data-platform/data-science/oracle-machine-learning) -5. [Oracle Private Agent Factory](https://github.com/oracle-devrel/technology-engineering/tree/main/data-platform/data-science/oracle-private-agent-factory) -6. [Oracle Private AI Services Container](https://github.com/oracle-devrel/technology-engineering/tree/main/data-platform/data-science/oracle-private-ai-services-container) -7. [Oracle Select AI](https://github.com/oracle-devrel/technology-engineering/tree/main/data-platform/data-science/oracle-select-ai) -8. [Oracle Spatial](https://github.com/oracle-devrel/technology-engineering/tree/main/data-platform/data-science/oracle-spatial) -9. [Oracle AI Vector Search](https://github.com/oracle-devrel/technology-engineering/tree/main/data-platform/data-science/oracle-vector-search) -10. [Shared Assets](https://github.com/oracle-devrel/technology-engineering/tree/main/data-platform/data-science/shared-assets) +1. [Oracle AI Agent Memory](https://github.com/oracle-devrel/technology-engineering/tree/main/ai/data-science/oracle-ai-agent-memory) +2. [OCI Data Science](https://github.com/oracle-devrel/technology-engineering/tree/main/ai/data-science/oracle-data-science) +3. [Oracle Machine Learning](https://github.com/oracle-devrel/technology-engineering/tree/main/ai/data-science/oracle-machine-learning) +4. [Oracle Private Agent Factory](https://github.com/oracle-devrel/technology-engineering/tree/main/ai/data-science/oracle-private-agent-factory) +5. [Oracle Private AI Services Container](https://github.com/oracle-devrel/technology-engineering/tree/main/ai/data-science/oracle-private-ai-services-container) +6. [Oracle Select AI](https://github.com/oracle-devrel/technology-engineering/tree/main/ai/data-science/oracle-select-ai) +7. [Oracle AI Vector Search](https://github.com/oracle-devrel/technology-engineering/tree/main/ai/data-science/oracle-vector-search) +8. [Shared Assets](https://github.com/oracle-devrel/technology-engineering/tree/main/ai/data-science/shared-assets)

diff --git a/ai/data-science/oracle-ai-agent-memory/README.md b/ai/data-science/oracle-ai-agent-memory/README.md index c0d7c4428e..3d879d16c7 100644 --- a/ai/data-science/oracle-ai-agent-memory/README.md +++ b/ai/data-science/oracle-ai-agent-memory/README.md @@ -6,7 +6,7 @@ Agent memory is more just than stored conversations. A complete memory system ne Oracle AI Agent Memory extends Oracle AI Database into a persistent memory core for AI agents, enabling them to retain context, accumulate knowledge, and improve over time, enabling them to perform well at long-horizon tasks. That means agent memory can live where enterprise data already lives, instead of being spread across separate tools. Oracle Database is already the system of record for enterprise data. Agent memory is the next system of record that matters. -Reviewed: 2026.04.23 +Reviewed: 2026.08.13

# Table of Contents @@ -25,6 +25,9 @@ Reviewed: 2026.04.23 # Team Publications - [Oracle AI Agent Memory - Tracking Engagements Over Time](https://medium.com/@harrysnart/exploring-oracle-agent-memory-32ef77ef178f?postPublishedType=initial) +- [Oracle AI Agent Memory - Concepts and API Workthrough](https://github.com/oracle-devrel/technology-engineering/tree/main/ai/data-science/oracle-ai-agent-memory/concepts_and_%20api_walkthrough) +- [Building an Oracle Agent Memory Workspace Part 1](https://cristinavaras.com/building-an-oracle-agent-memory-workspace-part-1-3-from-inspiration-to-architecture/) +- [Building an Oracle Agent Memory Workspace Part 2](https://cristinavaras.com/building-an-oracle-agent-memory-workspace-part-2-3-fastapi-autonomous-database-and-oci-generative-ai/)

diff --git a/ai/data-science/oracle-ai-agent-memory/concepts_and_ api_walkthrough/README.md b/ai/data-science/oracle-ai-agent-memory/concepts_and_ api_walkthrough/README.md index 958c4e147f..8490f6e13f 100644 --- a/ai/data-science/oracle-ai-agent-memory/concepts_and_ api_walkthrough/README.md +++ b/ai/data-science/oracle-ai-agent-memory/concepts_and_ api_walkthrough/README.md @@ -1,4 +1,4 @@ -# Overview +# Oracle AI Agent Memory - Concepts and API Walkthrough This notebook demonstrates how to use **Oracle Agent Memory** for managing and retrieving conversational memory in AI applications. @@ -10,7 +10,7 @@ The notebook includes: This notebook does not cover agent creation. Instead, it focuses on using Large Language Models (LLMs) to explore and demonstrate Oracle Agent Memory capabilities and API usage. -Reviewed: 2026.05.15 +Reviewed: 2026.08.13 # Environment @@ -26,7 +26,9 @@ Conda environment: python3 (ipykernel) - OCI configuration file when running from a local environment and accessing OCI-hosted models # License - + Copyright (c) 2026 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/ai/data-science/oracle-data-science/README.md b/ai/data-science/oracle-data-science/README.md index 6f2b624cf7..dd244ab4f0 100644 --- a/ai/data-science/oracle-data-science/README.md +++ b/ai/data-science/oracle-data-science/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 (ML) 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 ML operations (MLOps) capabilities, such as automated pipelines, model deployments, and model monitoring. -Reviewed: 2026.01.12 +Reviewed: 2026.08.13

# Table of Contents @@ -43,11 +43,11 @@ Reviewed: 2026.01.12 - [Airplane Detector using Custom trained Ultralytics YOLO V8 model](https://github.com/luigisaetta/airplane_detector) - [Invoke a Model Deployment in OCI Data Science using OCI Functions](https://github.com/bobpeulen/oracle_data_science_examples/blob/main/functions_invoke_md.py) - [Fine Tune OpenAI Whisper using Jobs](https://github.com/luigisaetta/train-large-models) -- [OCI Data Science - GitHub Integration](https://github.com/oracle-devrel/technology-engineering/tree/main/data-platform/data-science/oracle-data-science/github-integration) -- [OCI Data Science - Installing R Conda](https://github.com/oracle-devrel/technology-engineering/tree/main/data-platform/data-science/oracle-data-science/r-conda-oci-data-science) -- [OCI Data Science - MLFlow Integration](https://github.com/oracle-devrel/technology-engineering/tree/main/data-platform/data-science/oracle-data-science/oci-setup-mlflow-tracking-server) -- [OCI Data Science - ADS OPCTL Jobs](https://github.com/oracle-devrel/technology-engineering/tree/main/data-platform/data-science/oracle-data-science/jobs-oci-data-science-ads-operator-control) -- [OCI Data Science - Distributed Training V1](https://github.com/oracle-devrel/technology-engineering/tree/main/data-platform/data-science/oracle-data-science/jobs-distributed-training) +- [OCI Data Science - GitHub Integration](https://github.com/oracle-devrel/technology-engineering/tree/main/ai/data-science/oracle-data-science/github-integration) +- [OCI Data Science - Installing R Conda](https://github.com/oracle-devrel/technology-engineering/tree/main/ai/data-science/oracle-data-science/r-conda-oci-data-science) +- [OCI Data Science - MLFlow Integration](https://github.com/oracle-devrel/technology-engineering/tree/main/ai/data-science/oracle-data-science/oci-setup-mlflow-tracking-server) +- [OCI Data Science - ADS OPCTL Jobs](https://github.com/oracle-devrel/technology-engineering/tree/main/ai/data-science/oracle-data-science/jobs-oci-data-science-ads-operator-control) +- [OCI Data Science - Distributed Training V1](https://github.com/oracle-devrel/technology-engineering/tree/main/ai/data-science/oracle-data-science/jobs-distributed-training) - [AI Quick Actions - Deploying Cached Model](https://www.linkedin.com/pulse/ai-quick-actions-deploying-mistral-7b-instruct-ismail-syed-g02gc/?trackingId=iNsrmnseR4uoSyY6EMWyQg%3D%3D) - [AI Quick Actions - Deploying HF Verified Model](https://www.linkedin.com/pulse/ai-quick-actions-deploying-google-gemma-7b-instruct-ismail-syed-hp3ze/?trackingId=iNsrmnseR4uoSyY6EMWyQg%3D%3D) - [AI Quick Actions - Fine-Tuning Model](https://www.linkedin.com/pulse/ai-quick-actions-fine-tuning-mistral-7b-instruct-ismail-syed-41qie/?trackingId=iNsrmnseR4uoSyY6EMWyQg%3D%3D) @@ -55,9 +55,9 @@ Reviewed: 2026.01.12 - [Building an APEX Application for ML Predictions with OCI Data Science — Part 1](https://medium.com/@cristina.varas98/building-an-oracle-apex-application-for-machine-learning-predictions-with-oci-data-science-part-1-e56631091fe5) - [Building an APEX Application for ML Predictions with OCI Data Science — Part 2](https://medium.com/@cristina.varas98/building-an-oracle-apex-application-for-machine-learning-predictions-with-oci-data-science-part-2-359de97c69a5) - [The AI-Powered Ski Vacation: Condition Monitoring for Ski Lifts](https://www.linkedin.com/pulse/ai-powered-ski-vacation-condition-monitoring-lifts-emma-palii-1lzmf/?trackingId=yW%2BEqhhhQEqARPJFVgQduQ%3D%3D) -- [OCI Data Science - Enhance Data with GAN](https://github.com/oracle-devrel/technology-engineering/tree/main/data-platform/data-science/oracle-data-science/enhance-data-with-gan) -- [OCI Data Science - Generate Synthetic Data](https://github.com/oracle-devrel/technology-engineering/tree/main/data-platform/data-science/oracle-data-science/generate-synthetic-data) -- [OCI Data Science - Jobs with ADS SDK](https://github.com/oracle-devrel/technology-engineering/tree/main/data-platform/data-science/oracle-data-science/jobs-ads-hello-world) +- [OCI Data Science - Enhance Data with GAN](https://github.com/oracle-devrel/technology-engineering/tree/main/ai/data-science/oracle-data-science/enhance-data-with-gan) +- [OCI Data Science - Generate Synthetic Data](https://github.com/oracle-devrel/technology-engineering/tree/main/ai/data-science/oracle-data-science/generate-synthetic-data) +- [OCI Data Science - Jobs with ADS SDK](https://github.com/oracle-devrel/technology-engineering/tree/main/ai/data-science/oracle-data-science/jobs-ads-hello-world) - [Integrating NVIDIA NIM with OCI Data Science](https://www.linkedin.com/pulse/integrating-nvidia-nim-oci-data-science-ismail-syed-mwrxe/?trackingId=iNsrmnseR4uoSyY6EMWyQg%3D%3D) - [Scalable ML Batch Training with Containers on Oracle Cloud](https://medium.com/data-science-collective/scalable-ml-batch-training-with-containers-on-oracle-cloud-988f476b9552) - [Automating ETL with OCI Data Science and the ADS Library](https://medium.com/@cristina.varas98/automating-etl-with-oracle-cloud-infrastructure-oci-data-science-and-the-ads-library-741fbe2c7c33) @@ -66,14 +66,16 @@ Reviewed: 2026.01.12 - [Model Version Control in OCI Data Science](https://medium.com/data-science-collective/model-version-control-in-oci-data-science-9e2c580db70d) - [Image Embedding at Scale with ResNet50 on OCI Data Science](https://medium.com/@cristina.varas98/from-pixels-to-vectors-image-embedding-at-scale-with-resnet50-on-oci-data-science-4a2b3f7bc371) - [Effortless Multi-Model Serving with OCI Data Science Model Groups](https://medium.com/data-science-collective/effortless-multi-model-serving-with-oci-data-science-model-groups-62d90dd97497) -- [Your First Data Science Project](https://github.com/oracle-devrel/technology-engineering/tree/main/data-platform/data-science/oracle-data-science/your-first-data-science-project) +- [Your First Data Science Project](https://github.com/oracle-devrel/technology-engineering/tree/main/ai/data-science/oracle-data-science/your-first-data-science-project) - [Distributed ML Training on OCI Data Science](https://medium.com/data-science-collective/distributed-ml-training-on-oci-data-science-827d9ed90a35) -- [OCI Data Science - Jobs, Pipelines & Scheduler](https://github.com/oracle-devrel/technology-engineering/tree/main/data-platform/data-science/oracle-data-science/jobs-pipelines) +- [OCI Data Science - Jobs, Pipelines & Scheduler](https://github.com/oracle-devrel/technology-engineering/tree/main/ai/data-science/oracle-data-science/jobs-pipelines) - [Face Blurring with SAM 3 on OCI Data Science](https://medium.com/data-science-collective/face-blurring-with-sam-3-on-oci-data-science-26892f66d222) - [Model Inference from SQL using OCI Functions](https://medium.com/data-science-collective/model-inference-from-sql-using-oci-functions-c5765ed6a3a2) -- [OCI Data Science for Optimisation Operational Research](https://github.com/oracle-devrel/technology-engineering/tree/main/data-platform/data-science/oracle-data-science/operational-research) +- [OCI Data Science for Optimisation Operational Research](https://github.com/oracle-devrel/technology-engineering/tree/main/ai/data-science/oracle-data-science/operational-research) - [Self-Hosting Stable Diffusion XL with OCI Data Science](https://medium.com/data-science-collective/self-hosting-stable-diffusion-xl-3e6528ded78b) -- [Model Catalog Fundamentals and Automation](https://github.com/oracle-devrel/technology-engineering/tree/main/data-platform/data-science/oracle-data-science/model-catalog-fundamentals-and-automation) +- [Model Catalog Fundamentals and Automation](https://github.com/oracle-devrel/technology-engineering/tree/main/ai/data-science/oracle-data-science/model-catalog-fundamentals-and-automation) +- [Auto-Scaling Model Deployments with OCI Data Science](https://medium.com/@harrysnart/auto-scaling-model-deployments-with-oci-data-science-ab965fb58b68) +- [Customize Model Deployment Artifacts with ADS](https://github.com/oracle-devrel/technology-engineering/tree/main/ai/data-science/oracle-data-science/customizing-ads-model-deployment-artifacts)

# License diff --git a/ai/data-science/oracle-data-science/ai-quick-actions-catalog-deployment/README.md b/ai/data-science/oracle-data-science/ai-quick-actions-catalog-deployment/README.md index 421a7b5f65..33c7213adb 100644 --- a/ai/data-science/oracle-data-science/ai-quick-actions-catalog-deployment/README.md +++ b/ai/data-science/oracle-data-science/ai-quick-actions-catalog-deployment/README.md @@ -2,7 +2,7 @@ This document covers how to use AI Quick Actions within OCI Data Science to deploy an out of the box foundational model from the AI Quick Actions Catalog. -Reviewed: 2026.01.05 +Reviewed: 2026.08.13 # When to use this asset? diff --git a/ai/data-science/oracle-data-science/ai-quick-actions-finetuning-model/README.md b/ai/data-science/oracle-data-science/ai-quick-actions-finetuning-model/README.md index 7c41b75f97..57c403feae 100644 --- a/ai/data-science/oracle-data-science/ai-quick-actions-finetuning-model/README.md +++ b/ai/data-science/oracle-data-science/ai-quick-actions-finetuning-model/README.md @@ -2,7 +2,7 @@ This document covers how to use AI Quick Actions within OCI Data Science to fine tune a foundational model on a domain-specific dataset. -Reviewed: 2026.01.05 +Reviewed: 2026.08.13 # When to use this asset? diff --git a/ai/data-science/oracle-data-science/ai-quick-actions-model-evaluation/README.md b/ai/data-science/oracle-data-science/ai-quick-actions-model-evaluation/README.md index 0e16429157..72ba2a986a 100644 --- a/ai/data-science/oracle-data-science/ai-quick-actions-model-evaluation/README.md +++ b/ai/data-science/oracle-data-science/ai-quick-actions-model-evaluation/README.md @@ -2,7 +2,7 @@ This document covers how to use AI Quick Actions within OCI Data Science to evaluate an already deployed foundational model that was deployed via AI Quick Actions. -Reviewed: 2026.01.05 +Reviewed: 2026.08.13 # When to use this asset? diff --git a/ai/data-science/oracle-data-science/ai-quick-actions-verified-deployment/README.md b/ai/data-science/oracle-data-science/ai-quick-actions-verified-deployment/README.md index f992630ef8..cc38b8c6f2 100644 --- a/ai/data-science/oracle-data-science/ai-quick-actions-verified-deployment/README.md +++ b/ai/data-science/oracle-data-science/ai-quick-actions-verified-deployment/README.md @@ -2,7 +2,7 @@ This document covers how to use AI Quick Actions within OCI Data Science to deploy a verified foundational model downloaded from Hugging Face. -Reviewed: 2026.01.05 +Reviewed: 2026.08.13 # When to use this asset? diff --git a/ai/data-science/oracle-data-science/anomaly-detection/README.md b/ai/data-science/oracle-data-science/anomaly-detection/README.md index 6902dd3643..8852f3a21e 100644 --- a/ai/data-science/oracle-data-science/anomaly-detection/README.md +++ b/ai/data-science/oracle-data-science/anomaly-detection/README.md @@ -1,4 +1,4 @@ -# Overview +# Anomaly Detection This repository contains end-to-end anomaly detection projects demonstrating both supervised and unsupervised approaches using OCI Data Science and the ADS SDK. @@ -9,6 +9,8 @@ The repository currently includes: * **Fraud Classification** – supervised fraud detection using classification models. * **Sales Unlabeled Anomaly Detection** – time-series anomaly detection using SARIMAX forecasting and prediction intervals. +Reviewed: 2026.08.13 + --- # Projects @@ -52,7 +54,9 @@ Created: 2026 --- # License - + Copyright (c) 2026 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/ai/data-science/oracle-data-science/customizing-ads-model-deployment-artifacts/README.md b/ai/data-science/oracle-data-science/customizing-ads-model-deployment-artifacts/README.md index 59cf24acb4..64ecc65f7c 100644 --- a/ai/data-science/oracle-data-science/customizing-ads-model-deployment-artifacts/README.md +++ b/ai/data-science/oracle-data-science/customizing-ads-model-deployment-artifacts/README.md @@ -1,9 +1,11 @@ -# Overview - -Reviewed: 2026.04.16 +# Customizing ADS Model Deployment Artifacts This project demonstrates how to deploy a machine learning model using the ADS SDK while customizing the default generated model artifacts, which is often required in production scenarios. +Reviewed: 2026.08.13 + +# When to use this asset? + While ADS provides a standard template for model artifacts, real-world use cases frequently require additional logic. In this notebook, we focus on modifying the generated artifacts to incorporate feature engineering directly into the deployment pipeline. The main advantage of this approach is that feature engineering is executed as part of the model inference process, eliminating the need to repeat these steps each time the model is invoked. @@ -25,5 +27,10 @@ Created: April 2026 - Basic familiarity with Python, Pandas, and Scikit-learn # License + Copyright (c) 2026 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/ai/data-science/oracle-data-science/enhance-data-with-gan/README.md b/ai/data-science/oracle-data-science/enhance-data-with-gan/README.md index 6e3685b232..389f683e86 100644 --- a/ai/data-science/oracle-data-science/enhance-data-with-gan/README.md +++ b/ai/data-science/oracle-data-science/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: 2026.01.05 +Reviewed: 2026.08.13 # When to use this asset? diff --git a/ai/data-science/oracle-data-science/generate-synthetic-data/README.md b/ai/data-science/oracle-data-science/generate-synthetic-data/README.md index 872194a9a0..f6938b6512 100644 --- a/ai/data-science/oracle-data-science/generate-synthetic-data/README.md +++ b/ai/data-science/oracle-data-science/generate-synthetic-data/README.md @@ -2,7 +2,7 @@ This files cover code snippets for OCI Data Science, for generating synthetic data. -Reviewed: 2026.01.05 +Reviewed: 2026.08.13 # When to use this asset? diff --git a/ai/data-science/oracle-data-science/github-integration/README.md b/ai/data-science/oracle-data-science/github-integration/README.md index 8665e5daa0..0fc4093fce 100644 --- a/ai/data-science/oracle-data-science/github-integration/README.md +++ b/ai/data-science/oracle-data-science/github-integration/README.md @@ -2,7 +2,7 @@ This document covers the topic of GitHub integration for OCI Data Science. -Reviewed: 2026.01.05 +Reviewed: 2026.08.13 # When to use this asset? diff --git a/ai/data-science/oracle-data-science/jobs-ads-hello-world/README.md b/ai/data-science/oracle-data-science/jobs-ads-hello-world/README.md index fb72ed22ca..f1cbb1e43c 100644 --- a/ai/data-science/oracle-data-science/jobs-ads-hello-world/README.md +++ b/ai/data-science/oracle-data-science/jobs-ads-hello-world/README.md @@ -2,7 +2,7 @@ This files cover code snippets to get started with OCI Data Science jobs utilising the ADS library. -Reviewed: 2026.01.05 +Reviewed: 2026.08.13 # When to use this asset? diff --git a/ai/data-science/oracle-data-science/jobs-distributed-training/README.md b/ai/data-science/oracle-data-science/jobs-distributed-training/README.md index 8cb5e03d86..18465b499f 100644 --- a/ai/data-science/oracle-data-science/jobs-distributed-training/README.md +++ b/ai/data-science/oracle-data-science/jobs-distributed-training/README.md @@ -2,7 +2,7 @@ This files cover code snippets and documentation for utilising OCI Data Science Jobs for Distributed Training. -Reviewed: 2026.01.05 +Reviewed: 2026.08.13 # When to use this asset? diff --git a/ai/data-science/oracle-data-science/jobs-oci-data-science-ads-operator-control/README.md b/ai/data-science/oracle-data-science/jobs-oci-data-science-ads-operator-control/README.md index 7a53c51aa3..5bf0c8cf69 100644 --- a/ai/data-science/oracle-data-science/jobs-oci-data-science-ads-operator-control/README.md +++ b/ai/data-science/oracle-data-science/jobs-oci-data-science-ads-operator-control/README.md @@ -2,7 +2,7 @@ This document covers the topic of submitting local code as OCI Data Science Jobs using the ADS Operator Control. -Reviewed: 2026.01.05 +Reviewed: 2026.08.13 # When to use this asset? diff --git a/ai/data-science/oracle-data-science/jobs-pipelines/README.md b/ai/data-science/oracle-data-science/jobs-pipelines/README.md index e493cd2ff0..331a412c23 100644 --- a/ai/data-science/oracle-data-science/jobs-pipelines/README.md +++ b/ai/data-science/oracle-data-science/jobs-pipelines/README.md @@ -6,7 +6,7 @@ This package provides examples for creating and managing OCI Data Science Jobs a 2. Advanced Job – job using a source folder, custom variables, and flexible configuration 3. Pipeline Creation – multi-step workflows using jobs as pipeline steps -Reviewed: 2026.01.05 +Reviewed: 2026.08.13 # Prerequisites diff --git a/ai/data-science/oracle-data-science/model-catalog-fundamentals-and-automation/README.md b/ai/data-science/oracle-data-science/model-catalog-fundamentals-and-automation/README.md index c6500da656..3602d0521d 100644 --- a/ai/data-science/oracle-data-science/model-catalog-fundamentals-and-automation/README.md +++ b/ai/data-science/oracle-data-science/model-catalog-fundamentals-and-automation/README.md @@ -1,4 +1,4 @@ -# Overview +# Model Catalog Fundamentals and Automation This project demonstrates the fundamentals of using the OCI Data Science Model Catalog and shows how to automate model registration workflows using jobs. @@ -6,7 +6,7 @@ It contains two examples with increasing levels of sophistication: 1. Model Catalog Fundamentals – introduces core Model Catalog concepts and operations. 2. Automated Model Registration – demonstrates how to automate model registration using Data Science Jobs and model version sets. -Reviewed: 2026.01.19 +Reviewed: 2026.08.13 # Project Scope diff --git a/ai/data-science/oracle-data-science/nvidia-nim-deploying-mistral-7b-instruct/README.md b/ai/data-science/oracle-data-science/nvidia-nim-deploying-mistral-7b-instruct/README.md index 43556652c8..7cde7b28ba 100644 --- a/ai/data-science/oracle-data-science/nvidia-nim-deploying-mistral-7b-instruct/README.md +++ b/ai/data-science/oracle-data-science/nvidia-nim-deploying-mistral-7b-instruct/README.md @@ -2,7 +2,7 @@ This document covers how to integrate NVIDIA NIM Microservices within OCI Data Science by deploying the Mistral 7B Instruct v0.3 LLM via the OCI Marketplace. -Reviewed: 2026.01.05 +Reviewed: 2026.08.13 # When to use this asset? diff --git a/ai/data-science/oracle-data-science/oci-setup-mlflow-tracking-server/README.md b/ai/data-science/oracle-data-science/oci-setup-mlflow-tracking-server/README.md index 48081aba81..4c3fbbfdbc 100644 --- a/ai/data-science/oracle-data-science/oci-setup-mlflow-tracking-server/README.md +++ b/ai/data-science/oracle-data-science/oci-setup-mlflow-tracking-server/README.md @@ -2,7 +2,7 @@ This document contains code assets and doucmentation for setting up and integrating OCI Data Science with MLflow Tracking Server on OCI. -Reviewed: 2026.01.05 +Reviewed: 2026.08.13 # When to use this asset? diff --git a/ai/data-science/oracle-data-science/operational-research/README.md b/ai/data-science/oracle-data-science/operational-research/README.md index 57055b46ea..ddf17c1502 100644 --- a/ai/data-science/oracle-data-science/operational-research/README.md +++ b/ai/data-science/oracle-data-science/operational-research/README.md @@ -1,4 +1,4 @@ -# Overview +# Operational Research Use Cases in OCI Data Science This project presents three operational research use cases with different levels of complexity: @@ -6,7 +6,7 @@ This project presents three operational research use cases with different levels 2. **Flight scheduling using integer linear programming.** 3. **Individual pricing optimization with global and individual constraints** – an advanced use case that also showcases the use of different resources and features in the OCI Data Science Platform. -Reviewed: 2026.01.05 +Reviewed: 2026.08.13 # What You’ll Learn diff --git a/ai/data-science/oracle-data-science/r-conda-oci-data-science/README.md b/ai/data-science/oracle-data-science/r-conda-oci-data-science/README.md index 91be7619d5..ec3e390e15 100644 --- a/ai/data-science/oracle-data-science/r-conda-oci-data-science/README.md +++ b/ai/data-science/oracle-data-science/r-conda-oci-data-science/README.md @@ -2,7 +2,7 @@ This document contains the code and documentation on how to install an R Conda environment within OCI Data Science. -Reviewed: 2026.01.05 +Reviewed: 2026.08.13 # When to use this asset? diff --git a/ai/data-science/oracle-data-science/registration-and-deployment-with-oci-sdk/README.md b/ai/data-science/oracle-data-science/registration-and-deployment-with-oci-sdk/README.md index cfb3a72de4..f097e9a7c3 100644 --- a/ai/data-science/oracle-data-science/registration-and-deployment-with-oci-sdk/README.md +++ b/ai/data-science/oracle-data-science/registration-and-deployment-with-oci-sdk/README.md @@ -1,18 +1,26 @@ -# Overview +# Registration and Deployment with OCI SDK + This project demonstrates how to register and deploy a machine learning model using the OCI SDK, while using the ADS SDK to create the model artifact. Although ADS simplifies model registration and deployment, it can be limiting for advanced scenarios. In this notebook, we use the OCI SDK to: - Register a model in a different compartment than the Notebook Session - Deploy the model to that target compartment - Move an existing model deployment between compartments +Reviewed: 2026.08.13 + # Environment Conda environment: automlx251_p311_cpu_x86_64_v2 -Created: 05/03/2026 + # Prerequisites - Access to OCI Data Science - Required IAM permissions for model registration and deployment - Basic familiarity with Python and OCI SDK + # License + Copyright (c) 2026 Oracle and/or its affiliates. -Licensed under the Universal Permissive License (UPL), Version 1.0. \ No newline at end of file + +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. \ No newline at end of file diff --git a/ai/data-science/oracle-data-science/your-first-data-science-project/README.md b/ai/data-science/oracle-data-science/your-first-data-science-project/README.md index 93d9450328..46e9d4ff47 100644 --- a/ai/data-science/oracle-data-science/your-first-data-science-project/README.md +++ b/ai/data-science/oracle-data-science/your-first-data-science-project/README.md @@ -1,10 +1,10 @@ -# Overview +# Your First Data Science Project Your First Data Science Project demonstrates how to build a complete end-to-end data science workflow using Oracle Cloud Infrastructure (OCI) Data Science Platform. The project walks through the main stages of a typical machine learning lifecycle — from data preparation to model deployment and inference — using practical examples. -Reviewed: 2026.01.05 +Reviewed: 2026.08.13 # What You’ll Learn diff --git a/ai/data-science/oracle-machine-learning/README.md b/ai/data-science/oracle-machine-learning/README.md index 8573f27ff2..ff7786f5f2 100644 --- a/ai/data-science/oracle-machine-learning/README.md +++ b/ai/data-science/oracle-machine-learning/README.md @@ -4,7 +4,7 @@ This page covers Oracle Machine Learning, or Machine Learning in Oracle AI Datab Machine Learning in Oracle AI 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: 2026.01.12 +Reviewed: 2026.08.13

# Table of Contents @@ -24,10 +24,10 @@ Reviewed: 2026.01.12 # Team Publications -- [Prepare Data for Machine Learning](https://github.com/oracle-devrel/technology-engineering/tree/main/data-platform/data-science/oracle-machine-learning/prepare-data-for-machine-learning) -- [Explore Enhanced Data](https://github.com/oracle-devrel/technology-engineering/tree/main/data-platform/data-science/oracle-machine-learning/explore-enhanced-data) -- [Creating Machine Learning Models](https://github.com/oracle-devrel/technology-engineering/tree/main/data-platform/data-science/oracle-machine-learning/create-machine-learning-models) -- [OML4R Installation on Oracle Database](https://github.com/oracle-devrel/technology-engineering/tree/main/data-platform/data-science/oracle-machine-learning/oml4r-installation-on-oracle-database) +- [Prepare Data for Machine Learning](https://github.com/oracle-devrel/technology-engineering/tree/main/ai/data-science/oracle-machine-learning/prepare-data-for-machine-learning) +- [Explore Enhanced Data](https://github.com/oracle-devrel/technology-engineering/tree/main/ai/data-science/oracle-machine-learning/explore-enhanced-data) +- [Creating Machine Learning Models](https://github.com/oracle-devrel/technology-engineering/tree/main/ai/data-science/oracle-machine-learning/create-machine-learning-models) +- [OML4R Installation on Oracle Database](https://github.com/oracle-devrel/technology-engineering/tree/main/ai/data-science/oracle-machine-learning/oml4r-installation-on-oracle-database) - [Predicting Criminal Sentencing Risk - Part 1](https://medium.com/@cristina.varas98/predicting-criminal-sentencing-risk-with-machine-learning-part-1-b092cf406d9f) - [Predicting Criminal Sentencing Risk - Part 2](https://medium.com/@cristina.varas98/predicting-criminal-sentencing-risk-with-machine-learning-part-2-43be1847f3a1) - [Automating Time Series Forecasts at scale with Auto ML](https://medium.com/data-science-collective/automating-time-series-forecasts-at-scale-with-auto-ml-c5e06cf7f099) diff --git a/ai/data-science/oracle-machine-learning/create-machine-learning-models/README.md b/ai/data-science/oracle-machine-learning/create-machine-learning-models/README.md index 59c7afa12b..c182ea4565 100644 --- a/ai/data-science/oracle-machine-learning/create-machine-learning-models/README.md +++ b/ai/data-science/oracle-machine-learning/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: 2026.01.05 +Reviewed: 2026.08.13 # When to use this asset? diff --git a/ai/data-science/oracle-machine-learning/explore-enhanced-data/README.md b/ai/data-science/oracle-machine-learning/explore-enhanced-data/README.md index 9695b9719e..2ab5a5ef60 100644 --- a/ai/data-science/oracle-machine-learning/explore-enhanced-data/README.md +++ b/ai/data-science/oracle-machine-learning/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: 2026.01.05 +Reviewed: 2026.08.13 # When to use this asset? diff --git a/ai/data-science/oracle-machine-learning/oml4r-installation-on-oracle-database/README.md b/ai/data-science/oracle-machine-learning/oml4r-installation-on-oracle-database/README.md index e6060d174d..f28ea34944 100644 --- a/ai/data-science/oracle-machine-learning/oml4r-installation-on-oracle-database/README.md +++ b/ai/data-science/oracle-machine-learning/oml4r-installation-on-oracle-database/README.md @@ -2,7 +2,7 @@ This document covers installation of OML4R on Oracle Database. -Reviewed: 2026.01.05 +Reviewed: 2026.08.13 # When to use this asset? diff --git a/ai/data-science/oracle-machine-learning/prepare-data-for-machine-learning/README.md b/ai/data-science/oracle-machine-learning/prepare-data-for-machine-learning/README.md index dd0f3888b8..69204e0167 100644 --- a/ai/data-science/oracle-machine-learning/prepare-data-for-machine-learning/README.md +++ b/ai/data-science/oracle-machine-learning/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: 2026.01.05 +Reviewed: 2026.08.13 # When to use this asset? diff --git a/ai/data-science/oracle-private-agent-factory/README.md b/ai/data-science/oracle-private-agent-factory/README.md index 7a6013a0a5..aa04b72193 100644 --- a/ai/data-science/oracle-private-agent-factory/README.md +++ b/ai/data-science/oracle-private-agent-factory/README.md @@ -6,7 +6,7 @@ Oracle Private Agent Factory allows you to build and deploy no-code AI agents in Oracle Private Agent Factory includes pre-built, enterprise-ready agents and workflows, including the Knowledge Agent for retrieval-augmented generation (RAG) from unstructured enterprise data, and the Data Analysis Agent for exploring structured datasets. Additionally developers can access a wide range of pre-built templates or build custom agent workflows using our Agent Builder with plently of pre-built tools and connectors to choose from. -Reviewed: 2026.04.23 +Reviewed: 2026.08.13

# Table of Contents @@ -31,6 +31,7 @@ Reviewed: 2026.04.23 # Team Publications - [Getting Started: Oracle AI Database Private Agent Factory - OCI Marketplace](https://medium.com/@harrysnart/oracle-private-ai-agent-studio-9c8adfd7057c) +- [Usage Tracking in Oracle AI Database Private Agent Factory](https://medium.com/@harrysnart/usage-tracking-in-oracle-ai-database-private-agent-factory-cb5d82b8d7fd)

diff --git a/ai/data-science/oracle-private-ai-services-container/README.md b/ai/data-science/oracle-private-ai-services-container/README.md index d293be35ba..69cf72c252 100644 --- a/ai/data-science/oracle-private-ai-services-container/README.md +++ b/ai/data-science/oracle-private-ai-services-container/README.md @@ -6,7 +6,7 @@ The Oracle Private AI Services Container is a robust, secure AI infrastructure t The solution also mitigates performance bottlenecks, allowing customers to securely offload compute-intensive AI tasks such as Vector Embedding Generation, LLM Inference (coming soon) and Vector Index Acceleration (coming soon) outside the database, helping keep all data secure within their environment. The container can be deployed within the customer’s tenancy in the public cloud, on private clouds, or on-premises, including in air-gapped environments. -Reviewed: 2026.04.23 +Reviewed: 2026.08.13

# Table of Contents diff --git a/ai/data-science/oracle-select-ai/00-getting-started-setup-guide/README.md b/ai/data-science/oracle-select-ai/00-getting-started-setup-guide/README.md index 5e4b3bbe1a..fe4a5121ea 100644 --- a/ai/data-science/oracle-select-ai/00-getting-started-setup-guide/README.md +++ b/ai/data-science/oracle-select-ai/00-getting-started-setup-guide/README.md @@ -2,7 +2,7 @@ Use this asset as a reference for setting up the pre-requisites required to start utilising the Select AI capabilities available within the Oracle AI Database. -Reviewed: 2026.04.30 +Reviewed: 2026.08.13 # When to use this asset? diff --git a/ai/data-science/oracle-select-ai/01-getting-started-nl2sql/README.md b/ai/data-science/oracle-select-ai/01-getting-started-nl2sql/README.md index 82da913f8e..5790bff358 100644 --- a/ai/data-science/oracle-select-ai/01-getting-started-nl2sql/README.md +++ b/ai/data-science/oracle-select-ai/01-getting-started-nl2sql/README.md @@ -2,7 +2,7 @@ Use this asset as a reference for getting started with the Select AI Natural Language to SQL capabilities available within the Oracle AI Database. -Reviewed: 2026.04.30 +Reviewed: 2026.08.13 # When to use this asset? diff --git a/ai/data-science/oracle-select-ai/02-getting-started-synthetic-data/README.md b/ai/data-science/oracle-select-ai/02-getting-started-synthetic-data/README.md index b297cde32b..542fa34c19 100644 --- a/ai/data-science/oracle-select-ai/02-getting-started-synthetic-data/README.md +++ b/ai/data-science/oracle-select-ai/02-getting-started-synthetic-data/README.md @@ -2,7 +2,7 @@ Use this asset as a reference for getting started with the Select AI Synthetic Data Generation capabilities available within the Oracle AI Database. -Reviewed: 2026.04.30 +Reviewed: 2026.08.13 # When to use this asset? diff --git a/ai/data-science/oracle-select-ai/03-getting-started-rag/README.md b/ai/data-science/oracle-select-ai/03-getting-started-rag/README.md index 4c89986d8d..b9a22b1bc2 100644 --- a/ai/data-science/oracle-select-ai/03-getting-started-rag/README.md +++ b/ai/data-science/oracle-select-ai/03-getting-started-rag/README.md @@ -2,7 +2,7 @@ Use this asset as a reference for getting started with the Select AI Retrieval Augmented Generation (RAG) capabilities available within the Oracle AI Database. -Reviewed: 2026.04.30 +Reviewed: 2026.08.13 # When to use this asset? diff --git a/ai/data-science/oracle-select-ai/04-getting-started-summarize/README.md b/ai/data-science/oracle-select-ai/04-getting-started-summarize/README.md index bdd6f7c6a7..a8e55bea08 100644 --- a/ai/data-science/oracle-select-ai/04-getting-started-summarize/README.md +++ b/ai/data-science/oracle-select-ai/04-getting-started-summarize/README.md @@ -2,7 +2,7 @@ Use this asset as a reference for getting started with the Select AI Summarization capabilities available within the Oracle AI Database. -Reviewed: 2026.04.30 +Reviewed: 2026.08.13 # When to use this asset? diff --git a/ai/data-science/oracle-select-ai/05-getting-started-translate/README.md b/ai/data-science/oracle-select-ai/05-getting-started-translate/README.md index 13bf533e74..78f0704342 100644 --- a/ai/data-science/oracle-select-ai/05-getting-started-translate/README.md +++ b/ai/data-science/oracle-select-ai/05-getting-started-translate/README.md @@ -2,7 +2,7 @@ Use this asset as a reference for getting started with the Select AI Translation capabilities available within the Oracle AI Database. -Reviewed: 2026.04.30 +Reviewed: 2026.08.13 # When to use this asset? diff --git a/ai/data-science/oracle-select-ai/06-getting-started-feedback/README.md b/ai/data-science/oracle-select-ai/06-getting-started-feedback/README.md index 82c25939fc..9c4f7de33b 100644 --- a/ai/data-science/oracle-select-ai/06-getting-started-feedback/README.md +++ b/ai/data-science/oracle-select-ai/06-getting-started-feedback/README.md @@ -2,7 +2,7 @@ Use this asset as a reference for getting started with the Select AI Feedback capabilities available within the Oracle AI Database. -Reviewed: 2026.04.30 +Reviewed: 2026.08.13 # When to use this asset? diff --git a/ai/data-science/oracle-select-ai/07-getting-started-proxy-integration/README.md b/ai/data-science/oracle-select-ai/07-getting-started-proxy-integration/README.md index 16290ec959..156a0ee085 100644 --- a/ai/data-science/oracle-select-ai/07-getting-started-proxy-integration/README.md +++ b/ai/data-science/oracle-select-ai/07-getting-started-proxy-integration/README.md @@ -2,7 +2,7 @@ Use this asset as a reference for getting started with the Select AI Proxy Integration capabilities available within the Oracle AI Database. More specifically, we will take a look at setting up the Proxy Integration against a PostgreSQL database. -Reviewed: 2026.04.30 +Reviewed: 2026.08.13 # When to use this asset? diff --git a/ai/data-science/oracle-select-ai/08-getting-started-product-return-agent/README.md b/ai/data-science/oracle-select-ai/08-getting-started-product-return-agent/README.md index 2cb7a6c85c..bcb13ad677 100644 --- a/ai/data-science/oracle-select-ai/08-getting-started-product-return-agent/README.md +++ b/ai/data-science/oracle-select-ai/08-getting-started-product-return-agent/README.md @@ -2,7 +2,7 @@ Use this asset as a reference for getting started with the Select AI Agent capabilities available within the Oracle AI Database. More specifically, we will take a look at building a Product Return Agent. -Reviewed: 2026.04.30 +Reviewed: 2026.08.13 # When to use this asset? diff --git a/ai/data-science/oracle-select-ai/09-getting-started-db-log-analyser-agent/README.md b/ai/data-science/oracle-select-ai/09-getting-started-db-log-analyser-agent/README.md index 2de2f9acf4..a38eeab7fc 100644 --- a/ai/data-science/oracle-select-ai/09-getting-started-db-log-analyser-agent/README.md +++ b/ai/data-science/oracle-select-ai/09-getting-started-db-log-analyser-agent/README.md @@ -2,7 +2,7 @@ Use this asset as a reference for getting started with the Select AI Agent capabilities available within the Oracle AI Database. More specifically, we will take a look at building a Database Log Analyser Agent. -Reviewed: 2026.04.30 +Reviewed: 2026.08.13 # When to use this asset? diff --git a/ai/data-science/oracle-select-ai/10-getting-started-agent-tools/README.md b/ai/data-science/oracle-select-ai/10-getting-started-agent-tools/README.md index 3185b27735..dd4f420c00 100644 --- a/ai/data-science/oracle-select-ai/10-getting-started-agent-tools/README.md +++ b/ai/data-science/oracle-select-ai/10-getting-started-agent-tools/README.md @@ -2,7 +2,7 @@ Use this asset as a reference for getting started with the Select AI Agent Tools available within the Oracle AI Database. More specifically, we will take a look at how to create the following tools; PL/SQL Tool, NL2SQL Tool, RAG Tool, Web Search Tool, Email Notification Tool and Slack Notification Tool. -Reviewed: 2026.04.30 +Reviewed: 2026.08.13 # When to use this asset? diff --git a/ai/data-science/oracle-select-ai/README.md b/ai/data-science/oracle-select-ai/README.md index 8ad1f8ceb3..c741ed8ef2 100644 --- a/ai/data-science/oracle-select-ai/README.md +++ b/ai/data-science/oracle-select-ai/README.md @@ -4,7 +4,7 @@ This page covers Oracle Select AI. Use natural language to interact with your database and LLMs through SQL to enhance user productivity and develop AI-based applications. Select AI simplifies and automates using generative AI, whether generating, running, and explaining SQL from a natural language prompt, using retrieval augmented generation with vector stores, generating synthetic data, or chatting with the LLM. -Reviewed: 2026.04.30 +Reviewed: 2026.08.13

# Table of Contents @@ -24,14 +24,14 @@ Reviewed: 2026.04.30 - [Enhancing Data Analysis with Select AI in Oracle APEX](https://medium.com/@cristina.varas98/enhancing-data-analysis-with-select-ai-in-oracle-apex-9d00b070a073) - [Getting Started - Setup Guide](https://github.com/oracle-devrel/technology-engineering/tree/main/data-platform/data-science/oracle-select-ai/00-getting-started-setup-guide) -- [Getting Started - NL2SQL](https://github.com/oracle-devrel/technology-engineering/tree/main/data-platform/data-science/oracle-select-ai/01-getting-started-nl2sql) -- [Getting Started - Synthetic Data Generation](https://github.com/oracle-devrel/technology-engineering/tree/main/data-platform/data-science/oracle-select-ai/02-getting-started-synthetic-data) -- [Getting Started - RAG ](https://github.com/oracle-devrel/technology-engineering/tree/main/data-platform/data-science/oracle-select-ai/03-getting-started-rag) -- [Getting Started - Summarization](https://github.com/oracle-devrel/technology-engineering/tree/main/data-platform/data-science/oracle-select-ai/04-getting-started-summarize) -- [Getting Started - Translation](https://github.com/oracle-devrel/technology-engineering/tree/main/data-platform/data-science/oracle-select-ai/05-getting-started-translate) -- [Getting Started - Feedback](https://github.com/oracle-devrel/technology-engineering/tree/main/data-platform/data-science/oracle-select-ai/06-getting-started-feedback) -- [Getting Started - Proxy Integration](https://github.com/oracle-devrel/technology-engineering/tree/main/data-platform/data-science/oracle-select-ai/07-getting-started-proxy-integration) -- [Getting Started - Product Return Agent](https://github.com/oracle-devrel/technology-engineering/tree/main/data-platform/data-science/oracle-select-ai/08-getting-started-product-return-agent) +- [Getting Started - NL2SQL](https://www.linkedin.com/pulse/select-ai-natural-language-sql-ismail-syed-ursie/) +- [Getting Started - Synthetic Data Generation](https://www.linkedin.com/pulse/select-ai-synthetic-data-generation-ismail-syed-hooue) +- [Getting Started - RAG ](https://www.linkedin.com/pulse/select-ai-retrieval-augmented-generation-ismail-syed-n7xme) +- [Getting Started - Summarization](https://www.linkedin.com/pulse/select-ai-text-summarization-ismail-syed-8v7fe) +- [Getting Started - Translation](https://www.linkedin.com/pulse/select-ai-language-translation-ismail-syed-ypkie) +- [Getting Started - Feedback](https://www.linkedin.com/pulse/select-ai-feedback-ismail-syed-pecue) +- [Getting Started - Proxy Integration](https://www.linkedin.com/pulse/select-ai-data-gateway-postgresql-ismail-syed-ausve) +- [Getting Started - Product Return Agent](https://www.linkedin.com/pulse/select-ai-product-return-agent-ismail-syed-sm1ze) - [Getting Started - Database Log Analyser Agent](https://github.com/oracle-devrel/technology-engineering/tree/main/data-platform/data-science/oracle-select-ai/09-getting-started-db-log-analyser-agent) - [Getting Started - Agent Tools](https://github.com/oracle-devrel/technology-engineering/tree/main/data-platform/data-science/oracle-select-ai/10-getting-started-agent-tools)

diff --git a/ai/data-science/oracle-vector-search/README.md b/ai/data-science/oracle-vector-search/README.md index 349eb6905e..45402459f6 100644 --- a/ai/data-science/oracle-vector-search/README.md +++ b/ai/data-science/oracle-vector-search/README.md @@ -4,7 +4,7 @@ Oracle AI Vector Search is designed for Artificial Intelligence (AI) workloads a The Autonomous AI Vector Database (Limited Availability) is a fully managed vector database that helps AI developers and data scientists quickly build semantic search, RAG, and agentic applications using easy-to-use vector APIs with enterprise-grade reliability, security, and stock-exchange robustness to help you meet compliance requirements. -Reviewed: 2026.04.23 +Reviewed: 2026.08.13

# Table of Contents @@ -30,20 +30,21 @@ Reviewed: 2026.04.23 # Team Publications -- [Provisioning Oracle AI Database Base Service 26ai](https://github.com/oracle-devrel/technology-engineering/tree/main/data-platform/data-science/oracle-vector-search/provisioning-oracle-ai-db-base-service-26ai) -- [Connecting to Oracle AI Database Base Service 26ai](https://github.com/oracle-devrel/technology-engineering/tree/main/data-platform/data-science/oracle-vector-search/connecting-26ai) -- [Loading Documents into Oracle AI Database Base Service 26ai](https://github.com/oracle-devrel/technology-engineering/tree/main/data-platform/data-science/oracle-vector-search/loading-documents-26ai) -- [Configuring In-Memory Index in Oracle AI Database Base Service 26ai](https://github.com/oracle-devrel/technology-engineering/tree/main/data-platform/data-science/oracle-vector-search/configuring-in-memory-vector-index) +- [Provisioning Oracle AI Database Base Service 26ai](https://github.com/oracle-devrel/technology-engineering/tree/main/ai/data-science/oracle-vector-search/provisioning-oracle-ai-db-base-service-26ai) +- [Connecting to Oracle AI Database Base Service 26ai](https://github.com/oracle-devrel/technology-engineering/tree/main/ai/data-science/oracle-vector-search/connecting-26ai) +- [Loading Documents into Oracle AI Database Base Service 26ai](https://github.com/oracle-devrel/technology-engineering/tree/main/ai/data-science/oracle-vector-search/loading-documents-26ai) +- [Configuring In-Memory Index in Oracle AI Database Base Service 26ai](https://github.com/oracle-devrel/technology-engineering/tree/main/ai/data-science/oracle-vector-search/configuring-in-memory-vector-index) - [Getting Started with Vectors in Oracle AI Database 26ai](https://blogs.oracle.com/coretec/post/getting-started-with-vectors-in-23ai) -- [Create Simple Vector Table (Python)](https://github.com/oracle-devrel/technology-engineering/tree/main/data-platform/data-science/oracle-vector-search/python-create-simple-vector-table) -- [Vector Search using Sentence Transformer Embeddings (Python)](https://github.com/oracle-devrel/technology-engineering/tree/main/data-platform/data-science/oracle-vector-search/python-create-embeddings-sentence-transformer) -- [Vector Search using OCI GenAI Embeddings (Python)](https://github.com/oracle-devrel/technology-engineering/tree/main/data-platform/data-science/oracle-vector-search/python-create-embeddings-cohere) +- [Create Simple Vector Table (Python)](https://github.com/oracle-devrel/technology-engineering/tree/main/ai/data-science/oracle-vector-search/python-create-simple-vector-table) +- [Vector Search using Sentence Transformer Embeddings (Python)](https://github.com/oracle-devrel/technology-engineering/tree/main/ai/data-science/oracle-vector-search/python-create-embeddings-sentence-transformer) +- [Vector Search using OCI GenAI Embeddings (Python)](https://github.com/oracle-devrel/technology-engineering/tree/main/ai/data-science/oracle-vector-search/python-create-embeddings-cohere) - [Hybrid Vector Index - A Combination of AI Vector Search with Text Search](https://blogs.oracle.com/coretec/post/hybrid-vector-index-the-combination-of-full-text-and-semantic-vector-search) - [Hybrid Vector Index - More Examples](https://blogs.oracle.com/coretec/post/more-examples-on-hybrid-vector-search) - [Securing AI Workflows in Healthcare with Oracle AI Database 26ai](https://www.youtube.com/watch?v=N_x-F8VAQ2w) -- [Importing ONNX Embedding Models into Oracle AI Database 26ai](https://github.com/oracle-devrel/technology-engineering/tree/main/data-platform/data-science/oracle-vector-search/importing-onnx-embedding-models-26ai) -- [RAG Wikipedia Search (Python)](https://github.com/oracle-devrel/technology-engineering/tree/main/data-platform/data-science/oracle-vector-search/python-rag-wikipedia-search) -- [Your First Vector Project (SQL)](https://github.com/oracle-devrel/technology-engineering/tree/main/data-platform/data-science/oracle-vector-search/sql-your-first-vector-project) +- [Importing ONNX Embedding Models into Oracle AI Database 26ai](https://github.com/oracle-devrel/technology-engineering/tree/main/ai/data-science/oracle-vector-search/importing-onnx-embedding-models-26ai) +- [RAG Wikipedia Search (Python)](https://github.com/oracle-devrel/technology-engineering/tree/main/ai/data-science/oracle-vector-search/python-rag-wikipedia-search) +- [Your First Vector Project (SQL)](https://github.com/oracle-devrel/technology-engineering/tree/main/ai/data-science/oracle-vector-search/sql-your-first-vector-project) +- [Scaling RAG with Semantic Caching](https://medium.com/@harrysnart/scaling-rag-with-semantic-caching-f84c95586d44)]

# License diff --git a/ai/data-science/oracle-vector-search/configuring-in-memory-vector-index/README.md b/ai/data-science/oracle-vector-search/configuring-in-memory-vector-index/README.md index 66a67d51ea..077eaf1387 100644 --- a/ai/data-science/oracle-vector-search/configuring-in-memory-vector-index/README.md +++ b/ai/data-science/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: 2026.01.05 +Reviewed: 2026.08.13 # When to use this asset? diff --git a/ai/data-science/oracle-vector-search/connecting-26ai/README.md b/ai/data-science/oracle-vector-search/connecting-26ai/README.md index 429a9aa678..7350355d45 100644 --- a/ai/data-science/oracle-vector-search/connecting-26ai/README.md +++ b/ai/data-science/oracle-vector-search/connecting-26ai/README.md @@ -2,7 +2,7 @@ This document covers the topic of different methods to allow you to connect to Oracle DB 26ai. -Reviewed: 2026.01.05 +Reviewed: 2026.08.13 # When to use this asset? diff --git a/ai/data-science/oracle-vector-search/importing-onnx-embedding-models-26ai/README.md b/ai/data-science/oracle-vector-search/importing-onnx-embedding-models-26ai/README.md index 5b01b83586..4c7ad54f5d 100644 --- a/ai/data-science/oracle-vector-search/importing-onnx-embedding-models-26ai/README.md +++ b/ai/data-science/oracle-vector-search/importing-onnx-embedding-models-26ai/README.md @@ -2,7 +2,7 @@ This technical guide describes how to download and import pre-configured and HuggingFace sourced ONNX Embedding Models into the Oracle AI Database 26ai. -Reviewed: 2026.01.05 +Reviewed: 2026.08.13 # When to use this asset? diff --git a/ai/data-science/oracle-vector-search/loading-documents-26ai/README.md b/ai/data-science/oracle-vector-search/loading-documents-26ai/README.md index 82a6051f90..5b116427e8 100644 --- a/ai/data-science/oracle-vector-search/loading-documents-26ai/README.md +++ b/ai/data-science/oracle-vector-search/loading-documents-26ai/README.md @@ -2,7 +2,7 @@ This document covers the topic of loading documents to an Oracle DB 26ai (Non-Autonomous) table. -Reviewed: 2026.01.05 +Reviewed: 2026.08.13 # When to use this asset? diff --git a/ai/data-science/oracle-vector-search/provisioning-oracle-ai-db-base-service-26ai/README.md b/ai/data-science/oracle-vector-search/provisioning-oracle-ai-db-base-service-26ai/README.md index ed5cd458b7..28f428e85f 100644 --- a/ai/data-science/oracle-vector-search/provisioning-oracle-ai-db-base-service-26ai/README.md +++ b/ai/data-science/oracle-vector-search/provisioning-oracle-ai-db-base-service-26ai/README.md @@ -2,7 +2,7 @@ This document covers the provisioning of Oracle Base Database Service 26ai. -Reviewed: 2026.01.05 +Reviewed: 2026.08.13 # When to use this asset? diff --git a/ai/data-science/oracle-vector-search/python-create-embeddings-cohere/README.md b/ai/data-science/oracle-vector-search/python-create-embeddings-cohere/README.md index 831fb0bc5d..063b50a959 100644 --- a/ai/data-science/oracle-vector-search/python-create-embeddings-cohere/README.md +++ b/ai/data-science/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: 2026.01.05 +Reviewed: 2026.08.13 # When to use this asset? diff --git a/ai/data-science/oracle-vector-search/python-create-embeddings-sentence-transformer/README.md b/ai/data-science/oracle-vector-search/python-create-embeddings-sentence-transformer/README.md index 63d74ea07f..852cf5b186 100644 --- a/ai/data-science/oracle-vector-search/python-create-embeddings-sentence-transformer/README.md +++ b/ai/data-science/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: 2026.01.05 +Reviewed: 2026.08.13 # When to use this asset? diff --git a/ai/data-science/oracle-vector-search/python-create-simple-vector-table/README.md b/ai/data-science/oracle-vector-search/python-create-simple-vector-table/README.md index f9a22f3135..b1c2e2f421 100644 --- a/ai/data-science/oracle-vector-search/python-create-simple-vector-table/README.md +++ b/ai/data-science/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: 2026.01.05 +Reviewed: 2026.08.13 # When to use this asset? diff --git a/ai/data-science/oracle-vector-search/python-rag-wikipedia-search/README.md b/ai/data-science/oracle-vector-search/python-rag-wikipedia-search/README.md index 805cfad87f..cc2298d06b 100644 --- a/ai/data-science/oracle-vector-search/python-rag-wikipedia-search/README.md +++ b/ai/data-science/oracle-vector-search/python-rag-wikipedia-search/README.md @@ -1,7 +1,7 @@ # RAG Wikipedia This package provides an end-to-end example of performing vector search and Retrieval-Augmented Generation (RAG) from an OCI Data Science Notebook Session using Wikipedia's Artificial Intelligence page. -Reviewed: 2026.01.05 +Reviewed: 2026.08.13 # When to use this asset? diff --git a/ai/data-science/oracle-vector-search/sql-your-first-vector-project/README.md b/ai/data-science/oracle-vector-search/sql-your-first-vector-project/README.md index 27c03d4b01..ee37708582 100644 --- a/ai/data-science/oracle-vector-search/sql-your-first-vector-project/README.md +++ b/ai/data-science/oracle-vector-search/sql-your-first-vector-project/README.md @@ -2,7 +2,7 @@ This folder contains the files in order to carry out the AI Vector Search Tutorial [Getting started with vectors in 26ai](https://blogs.oracle.com/coretec/post/getting-started-with-vectors-in-23ai). -Reviewed: 2026.01.05 +Reviewed: 2026.08.13 # When to use this asset? diff --git a/ai/data-science/shared-assets/README.md b/ai/data-science/shared-assets/README.md index 00b14e2d01..80565e798b 100644 --- a/ai/data-science/shared-assets/README.md +++ b/ai/data-science/shared-assets/README.md @@ -2,13 +2,12 @@ This page covers shared assets, meaning assets that are not single product specific, and that cover either multiple products or a broader scope. -Reviewed: 2026.01.05 +Reviewed: 2026.08.13

# Table of Contents -1. [Art of the Possible Demos](https://github.com/oracle-devrel/technology-engineering/tree/main/data-platform/data-science/shared-assets/art-of-possible-demo-assets) -2. [Other Assets](https://github.com/oracle-devrel/technology-engineering/tree/main/data-platform/data-science/shared-assets/other-assets) +1. [Other Assets](https://github.com/oracle-devrel/technology-engineering/tree/main/ai/data-science/shared-assets/other-assets)

# License diff --git a/ai/data-science/shared-assets/art-of-possible-demo-assets/README.md b/ai/data-science/shared-assets/art-of-possible-demo-assets/README.md deleted file mode 100644 index 52a7980a15..0000000000 --- a/ai/data-science/shared-assets/art-of-possible-demo-assets/README.md +++ /dev/null @@ -1,27 +0,0 @@ -# Art of the Possible Demos - -This page covers Art of the Possible Demo Assets. - -Reviewed: 2026.01.05 -

- -# Table of Contents - -1. [Reusable Assets](#reusable-assets) -

- -# Reusable Assets - -- [Did-Not-Attend Risk Model](https://github.com/oracle-devrel/technology-engineering/tree/main/data-platform/data-science/shared-assets/art-of-possible-demo-assets/did-not-attend-risk-model) -- [Footfall Forecasting](https://github.com/oracle-devrel/technology-engineering/tree/main/data-platform/data-science/shared-assets/art-of-possible-demo-assets/footfall-forecasting) -- [Procurement Forecasting](https://github.com/oracle-devrel/technology-engineering/tree/main/data-platform/data-science/shared-assets/art-of-possible-demo-assets/procurement-forecasting) -- [Tax Fraud Detection](https://github.com/oracle-devrel/technology-engineering/tree/main/data-platform/data-science/shared-assets/art-of-possible-demo-assets/tax-fraud-detection) -

- -# License - -Copyright (c) 2026 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/ai/data-science/shared-assets/art-of-possible-demo-assets/did-not-attend-risk-model/LICENSE b/ai/data-science/shared-assets/art-of-possible-demo-assets/did-not-attend-risk-model/LICENSE deleted file mode 100644 index 4c17d26263..0000000000 --- a/ai/data-science/shared-assets/art-of-possible-demo-assets/did-not-attend-risk-model/LICENSE +++ /dev/null @@ -1,35 +0,0 @@ -Copyright (c) 2026 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/ai/data-science/shared-assets/art-of-possible-demo-assets/did-not-attend-risk-model/README.md b/ai/data-science/shared-assets/art-of-possible-demo-assets/did-not-attend-risk-model/README.md deleted file mode 100644 index aa9fcfbb6c..0000000000 --- a/ai/data-science/shared-assets/art-of-possible-demo-assets/did-not-attend-risk-model/README.md +++ /dev/null @@ -1,31 +0,0 @@ -# Did-Not-Attend Risk Model - -This demo will showcase Oracle Data Science capabilities to predict the likelihood of a patient not attending their scheduled appointment. -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: 2026.01.05 - - -# When to use this asset? - -Use this asset as support material when working with the subject of did-not-attend risk models. - - -# How to use this asset? - -This asset is provided as general purpose material. Please tailor the content according to your context and needs. - - -# Useful Links - -- [end-to-end](https://www.youtube.com/watch?v=xJIGjiMHRU8) - - -# License - -Copyright (c) 2026 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/ai/data-science/shared-assets/art-of-possible-demo-assets/did-not-attend-risk-model/files/did-not-attend-risk-model.pdf b/ai/data-science/shared-assets/art-of-possible-demo-assets/did-not-attend-risk-model/files/did-not-attend-risk-model.pdf deleted file mode 100644 index e8ca6e0568..0000000000 Binary files a/ai/data-science/shared-assets/art-of-possible-demo-assets/did-not-attend-risk-model/files/did-not-attend-risk-model.pdf and /dev/null differ diff --git a/ai/data-science/shared-assets/art-of-possible-demo-assets/footfall-forecasting/LICENSE b/ai/data-science/shared-assets/art-of-possible-demo-assets/footfall-forecasting/LICENSE deleted file mode 100644 index 4c17d26263..0000000000 --- a/ai/data-science/shared-assets/art-of-possible-demo-assets/footfall-forecasting/LICENSE +++ /dev/null @@ -1,35 +0,0 @@ -Copyright (c) 2026 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/ai/data-science/shared-assets/art-of-possible-demo-assets/footfall-forecasting/README.md b/ai/data-science/shared-assets/art-of-possible-demo-assets/footfall-forecasting/README.md deleted file mode 100644 index fedb167838..0000000000 --- a/ai/data-science/shared-assets/art-of-possible-demo-assets/footfall-forecasting/README.md +++ /dev/null @@ -1,30 +0,0 @@ -# Footfall Forecasting - -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: 2026.01.05 - - -# When to use this asset? - -Use this asset as support material when working with the subject of footfall forecasting. - - -# How to use this asset? - -This asset is provided as general purpose material. Please tailor the content according to your context and needs. - - -# Useful Links - -- [Retail Footfall Forecasting with Composite AI](https://www.youtube.com/watch?v=L8baQYu9Ck0) - - -# License - -Copyright (c) 2026 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/ai/data-science/shared-assets/art-of-possible-demo-assets/footfall-forecasting/files/footfall-forecasting.pdf b/ai/data-science/shared-assets/art-of-possible-demo-assets/footfall-forecasting/files/footfall-forecasting.pdf deleted file mode 100644 index 09bf79458d..0000000000 Binary files a/ai/data-science/shared-assets/art-of-possible-demo-assets/footfall-forecasting/files/footfall-forecasting.pdf and /dev/null differ diff --git a/ai/data-science/shared-assets/art-of-possible-demo-assets/procurement-forecasting/LICENSE b/ai/data-science/shared-assets/art-of-possible-demo-assets/procurement-forecasting/LICENSE deleted file mode 100644 index 4c17d26263..0000000000 --- a/ai/data-science/shared-assets/art-of-possible-demo-assets/procurement-forecasting/LICENSE +++ /dev/null @@ -1,35 +0,0 @@ -Copyright (c) 2026 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/ai/data-science/shared-assets/art-of-possible-demo-assets/procurement-forecasting/README.md b/ai/data-science/shared-assets/art-of-possible-demo-assets/procurement-forecasting/README.md deleted file mode 100644 index b2e79c39e9..0000000000 --- a/ai/data-science/shared-assets/art-of-possible-demo-assets/procurement-forecasting/README.md +++ /dev/null @@ -1,30 +0,0 @@ -# Procurement Forecasting - -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: 2026.01.05 - - -# When to use this asset? - -Use this asset as support material when working with the subject of procurement forecasting. - - -# How to use this asset? - -This asset is provided as general purpose material. Please tailor the content according to your context and needs. - - -# Useful Links - -- [Leveraging Procurement Vendor Segmentation, Anomaly Detection and Forecasting](https://www.youtube.com/watch?v=Ilz4lJzHZcs) - - -# License - -Copyright (c) 2026 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/ai/data-science/shared-assets/art-of-possible-demo-assets/procurement-forecasting/files/procurement-forecasting.pdf b/ai/data-science/shared-assets/art-of-possible-demo-assets/procurement-forecasting/files/procurement-forecasting.pdf deleted file mode 100644 index bc8ba2a548..0000000000 Binary files a/ai/data-science/shared-assets/art-of-possible-demo-assets/procurement-forecasting/files/procurement-forecasting.pdf and /dev/null differ diff --git a/ai/data-science/shared-assets/art-of-possible-demo-assets/tax-fraud-detection/LICENSE b/ai/data-science/shared-assets/art-of-possible-demo-assets/tax-fraud-detection/LICENSE deleted file mode 100644 index 4c17d26263..0000000000 --- a/ai/data-science/shared-assets/art-of-possible-demo-assets/tax-fraud-detection/LICENSE +++ /dev/null @@ -1,35 +0,0 @@ -Copyright (c) 2026 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/ai/data-science/shared-assets/art-of-possible-demo-assets/tax-fraud-detection/README.md b/ai/data-science/shared-assets/art-of-possible-demo-assets/tax-fraud-detection/README.md deleted file mode 100644 index 647893b270..0000000000 --- a/ai/data-science/shared-assets/art-of-possible-demo-assets/tax-fraud-detection/README.md +++ /dev/null @@ -1,31 +0,0 @@ -# Tax Fraud Detection - -This demo is going to showcase Oracle AI/ML platform capabilities to identify fraudulent behavior in companies through analysis of interactions. -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: 2026.01.05 - - -# When to use this asset? - -Use this asset as support material when working with the subject of tax fraud detection. - - -# How to use this asset? - -This asset is provided as general purpose material. Please tailor the content according to your context and needs. - - -# Useful Links - -- [Art of Possible - Tax Fraud Detection Powered by Generative AI, Graph Analytics and Machine Learning](https://www.youtube.com/watch?v=nvFmTZNC7F8) - - -# License - -Copyright (c) 2026 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/ai/data-science/shared-assets/art-of-possible-demo-assets/tax-fraud-detection/files/tax-fraud-detection.pdf b/ai/data-science/shared-assets/art-of-possible-demo-assets/tax-fraud-detection/files/tax-fraud-detection.pdf deleted file mode 100644 index fd23e29d07..0000000000 Binary files a/ai/data-science/shared-assets/art-of-possible-demo-assets/tax-fraud-detection/files/tax-fraud-detection.pdf and /dev/null differ diff --git a/ai/data-science/shared-assets/other-assets/README.md b/ai/data-science/shared-assets/other-assets/README.md index c0e7279c75..54d3432718 100644 --- a/ai/data-science/shared-assets/other-assets/README.md +++ b/ai/data-science/shared-assets/other-assets/README.md @@ -2,7 +2,7 @@ This page covers other assets related to the Data Science domain. -Reviewed: 2026.01.05 +Reviewed: 2026.08.13

# Table of Contents @@ -12,9 +12,9 @@ Reviewed: 2026.01.05 # Reusable Assets -- [OCI AI ML DS Architecture Templates](https://github.com/oracle-devrel/technology-engineering/tree/main/data-platform/data-science/shared-assets/other-assets/oci-ai-ml-ds-architecture-templates) -- [Provisioning OCI AI All In On Data Science Image](https://github.com/oracle-devrel/technology-engineering/tree/main/data-platform/data-science/shared-assets/other-assets/provisioning-oci-ai-all-in-one-data-science-image) -- [RStudio install on Oracle Linux](https://github.com/oracle-devrel/technology-engineering/tree/main/data-platform/data-science/shared-assets/other-assets/rstudio-install-on-oracle-linux) +- [OCI AI ML DS Architecture Templates](https://github.com/oracle-devrel/technology-engineering/tree/main/ai/data-science/shared-assets/other-assets/oci-ai-ml-ds-architecture-templates) +- [Provisioning OCI AI All In On Data Science Image](https://github.com/oracle-devrel/technology-engineering/tree/main/ai/data-science/shared-assets/other-assets/provisioning-oci-ai-all-in-one-data-science-image) +- [RStudio install on Oracle Linux](https://github.com/oracle-devrel/technology-engineering/tree/main/ai/data-science/shared-assets/other-assets/rstudio-install-on-oracle-linux)

# License diff --git a/ai/data-science/shared-assets/other-assets/oci-ai-ml-ds-architecture-templates/README.md b/ai/data-science/shared-assets/other-assets/oci-ai-ml-ds-architecture-templates/README.md index 8d036abdc9..05411dd5c4 100644 --- a/ai/data-science/shared-assets/other-assets/oci-ai-ml-ds-architecture-templates/README.md +++ b/ai/data-science/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: 2026.01.05 +Reviewed: 2026.08.13 # When to use this asset? diff --git a/ai/data-science/shared-assets/other-assets/provisioning-oci-ai-all-in-one-data-science-image/README.md b/ai/data-science/shared-assets/other-assets/provisioning-oci-ai-all-in-one-data-science-image/README.md index 4053bb1fe4..ca75c0c88f 100644 --- a/ai/data-science/shared-assets/other-assets/provisioning-oci-ai-all-in-one-data-science-image/README.md +++ b/ai/data-science/shared-assets/other-assets/provisioning-oci-ai-all-in-one-data-science-image/README.md @@ -2,7 +2,7 @@ This document covers provisioning of the AI All-in-One Data Science Image from the OCI Markplace. -Reviewed: 2026.01.05 +Reviewed: 2026.08.13 # When to use this asset? diff --git a/ai/data-science/shared-assets/other-assets/rstudio-install-on-oracle-linux/README.md b/ai/data-science/shared-assets/other-assets/rstudio-install-on-oracle-linux/README.md index cfe833f63c..7ba0a6ff23 100644 --- a/ai/data-science/shared-assets/other-assets/rstudio-install-on-oracle-linux/README.md +++ b/ai/data-science/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: 2026.01.05 +Reviewed: 2026.08.13 # When to use this asset?