Merge pull request #1761 from oracle-devrel/aliottoman-patch-7

al3xne · web-flow · commit 5f9c1d015795 · 2025-05-22T12:28:41.000+03:00
Update README.md
diff --git a/ai/generative-ai-service/README.md b/ai/generative-ai-service/README.md
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 # Generative AI service
- 
-Oracle’s AI strategy is to make artificial intelligence (AI) pervasive across its cloud applications and cloud infrastructure. We serve business users who want to improve business processes and outcomes through prebuilt AI capabilities, data scientists and developers who want complete control to build and deploy AI models of any kind, and independent software vendors (ISVs) who want the most performant and cost-effective platform to host their AI services.
- 
-Reviewed: 13.11.2024
- 
-# Team Publications
 
+Discover the power of generative AI models equipped with advanced language comprehension for building the next generation of enterprise applications. Oracle Cloud Infrastructure (OCI) Generative AI is a fully managed service for seamlessly integrating these versatile language models into a wide range of use cases, including writing assistance, summarization, analysis, and chat.
+
+Reviewed: 19.05.2025
+
+## Team Publications
+
+- [Customer Message Analyzer](https://github.com/oracle-devrel/technology-engineering/tree/2377ee4ab9549be705f6153bfe15131720ffa0f3/ai/generative-ai-service/sentiment%2Bcategorization)
+  - The Customer Message Analyzer is a tool designed to analyze customer messages through unsupervised categorization, sentiment analysis, and summary reporting. It helps businesses understand customer feedback without requiring extensive manual labeling or analysis.
+- [Patient-letter-extraction](https://github.com/oracle-devrel/technology-engineering/tree/2377ee4ab9549be705f6153bfe15131720ffa0f3/ai/generative-ai-service/patient-letter-extraction)
+  - This is a Generative AI-powered application that extracts key information from patient referral letters (in .docx format) and processes them using the OCI Generative AI services. This application allows users to simply and efficiently extract key data from patient referrals for expedited patient handling.
+- [Video content Analyser](https://github.com/oracle-devrel/technology-engineering/tree/2377ee4ab9549be705f6153bfe15131720ffa0f3/ai/generative-ai-service/Video-Image-Analysis-using-Langchain)
+  - This is a Generative AI-powered application that analyzes frames from uploaded videos or images to determine their suitability for PG-rated audiences.
+- [Smart Invoice Extractor](https://github.com/oracle-devrel/technology-engineering/tree/main/ai/generative-ai-service/smart-invoice-extraction)
+  - This is a Generative AI-powered application that relies on multimodal models to extract all key elements from invoices (in .pdf format) into a structured output (CSV)  
 - [Cloud Coaching - Boost Your Oracle AI Services](https://youtu.be/VVWTqqlIEhg)
-    - Learn how to Develop a Multi-Chain Document Evaluation Apps with Oracle Generative AI, Document Understanding, and Integration Cloud.
-    - Integrate OCI AI Speech Service and Generative AI Summarization with Oracle Integration Cloud and Visual Builder
-    - Describe an image using OCI AI Vision, Generative AI Service and Oracle Integration
+  - Learn how to Develop a Multi-Chain Document Evaluation Apps with Oracle Generative AI, Document Understanding, and Integration Cloud.
+  - Integrate OCI AI Speech Service and Generative AI Summarization with Oracle Integration Cloud and Visual Builder
+  - Describe an image using OCI AI Vision, Generative AI Service and Oracle Integration
 - [Enable a Low Code Modular LLM App Engine using Oracle Integration and OCI Generative AI](https://docs.oracle.com/en/solutions/oci-generative-ai-integration/index.html)
-    - This reference architecture lets you understand the necessary considerations and recommendations to enable an AI-based, modular and event-driven  LLM App Engine using a low-code approach with Oracle Integration as the LLM orchestrator, OCI Generative AI and other OCI services
-    - Build enterprise-grade, modular, scalable, secure & maintainable LLM Apps
+  - This reference architecture lets you understand the necessary considerations and recommendations to enable an AI-based, modular and event-driven LLM App Engine using a low-code approach with Oracle Integration as the LLM orchestrator, OCI Generative AI and other OCI services
+  - Build enterprise-grade, modular, scalable, secure & maintainable LLM Apps
 - [Oracle Generative AI webinar](https://go.oracle.com/LP=138234?elqCampaignId=489428&src1=:so:ch:or:dg::::&SC=:so:ch:or:dg::::&pcode=WWMK230822P00010)
-    - Deep dive into Oracle Generative AI platform
+  - Deep dive into Oracle Generative AI platform
 - [Creating a RAG (Retrieval-Augmented Generation) with Oracle Generative AI Service in just 21 lines of code](https://github.com/oracle-devrel/technology-engineering/tree/main/ai/generative-ai-service/rag-genai)
 - [Summarize any document using Oracle Generative AI](https://www.youtube.com/watch?v=6A3KGyKy91Q)
 - [Dubai Citizen's Dream: An Oracle GenAI-Powered Oracle BOT to Answer All Your Questions (RAG on websites)](https://www.youtube.com/watch?v=5Y_k1r34Mp0)
-- [Document Chatbot with Oracle Generative AI](https://www.youtube.com/watch?v=vyJAZvYKY34) 
+- [Document Chatbot with Oracle Generative AI](https://www.youtube.com/watch?v=vyJAZvYKY34)
 - [Build a knowledge search solution by implementing Retrieval Augmented Generation with Generative AI](https://www.youtube.com/watch?v=lJptksR5omo&t=1530s)
 - [Gen AI-powered document search (Generative AI with custom UI)](https://youtu.be/vyJAZvYKY34)
 - [Enabling a WhatsApp Customer HelpMate using OCI Generative AI, AI-Language & Integration](https://youtu.be/ryo3wVB_69E?si=SxSuTVawoRcbhReU)
-    - Use OCI Generative AI (in pre-availability) for "Customer Service Quick Replies" Generation for Whatsapp Neutral Messages (customer questions, queries, etc.), sentence-level sentiment analysis from OCI AI-Language to uncover overall sentiment and set service ticket severity for negative Whatsapp messages, automatically classify Customer Service tickets through OCI AI-Language custom text classification and aspect-based sentiment analysis (ABSA) services
-    - Learn how Oracle Integration Cloud and Oracle Cloud Infrastructure (OCI) Streaming allow real-time capture of WhatsApp messages.
-    - All this automation using OCI Generative AI and AI-Language Services APIs orchestrated by Oracle Integration Cloud (using a no-code integration approach)
+  - Use OCI Generative AI (in pre-availability) for "Customer Service Quick Replies" Generation for Whatsapp Neutral Messages (customer questions, queries, etc.), sentence-level sentiment analysis from OCI AI-Language to uncover overall sentiment and set service ticket severity for negative Whatsapp messages, automatically classify Customer Service tickets through OCI AI-Language custom text classification and aspect-based sentiment analysis (ABSA) services
+  - Learn how Oracle Integration Cloud and Oracle Cloud Infrastructure (OCI) Streaming allow real-time capture of WhatsApp messages.
+  - All this automation using OCI Generative AI and AI-Language Services APIs orchestrated by Oracle Integration Cloud (using a no-code integration approach)
 - [Deploy 3rd party generative AI models to OCI](https://docs.oracle.com/en/solutions/deploy-generative-ai-to-oci/index.html#GUID-5567B1F2-4733-4D9C-B4BE-5B5429CA8C02)
-    - The reference architecture shows generative AI models deployed to an OCI GPU instance for image and text generation.
+  - The reference architecture shows generative AI models deployed to an OCI GPU instance for image and text generation.
 - [Running 3rd party LLMs on OCI](https://github.com/oracle-devrel/oci-generative-ai)
-    - Terraform script to start a stable-diffusion, bloom, and dreambooth in compute instance using an Nvidia GPU in OCI.
+  - Terraform script to start a stable-diffusion, bloom, and dreambooth in compute instance using an Nvidia GPU in OCI.
 - [Generative AI in OCI](https://medium.com/oracledevs/generative-ai-in-oci-c0467e1a68f7)
-    - Blog post explaining how to use generative AI models in OCI.
+  - Blog post explaining how to use generative AI models in OCI.
 - [Oracle Generative AI Webinar](https://go.oracle.com/LP=138234?elqCampaignId=489428&src1=:so:ch:or:dg::::&SC=:so:ch:or:dg::::&pcode=WWMK230822P00010)
-    - Deep dive into Oracle Generative AI platform.
+  - Deep dive into Oracle Generative AI platform.
 - [AI Meetings: Meeting summarization and chat meeting](https://www.oracle.com/artificial-intelligence/automate-meeting-transcriptions/)
 - [Build a meal recommmendation Engine with OCI Vision & Generative AI](https://www.oracle.com/artificial-intelligence/build-a-meal-recommendation-engine-with-ai/)
 - [Cloud Coaching - Unlock the potential of enterprise Oracle GenAI](https://www.youtube.com/watch?v=dtvP0DU7Mdg)
-    - During this cloud coaching session, we demonstrate how to leverage AI to revolutionize meeting interactions. Experience real-time transcription, summary generation, a chat interface and more that enhances collaboration and productivity. 
+  - During this cloud coaching session, we demonstrate how to leverage AI to revolutionize meeting interactions. Experience real-time transcription, summary generation, a chat interface and more that enhances collaboration and productivity.
 - [Cloud Coaching - Unlock Culinary Creativity: AI Powered Cooking Adventure from Fridge to Fork!](https://www.youtube.com/watch?v=tRVwTLKS4rE&t)
-    - You are in the mood of cooking an exotic dish. You open the refrigerator, and using the mobile phone, access your favourite retail app to scan the items you have and submit. 
-      -  This triggers a series of actions:
-      -  OCI AI Vision identifies the items (specific vegetables, egg, chicken etc).
-      -  On choosing your favourite cuisine, OCI Generative AI suggests a list of dishes based on identified items.
-      -  On selecting your favourite dish, OCI Generative AI provides the detailed recipe. Also, the missing ingredients are listed, with an option to order the same. 
-- [Build an AI assistant you can access through Slack, Teams and more  - Oracle LiveLabs](https://livelabs.oracle.com/pls/apex/dbpm/r/livelabs/view-workshop?wid=4015)
+  - You are in the mood of cooking an exotic dish. You open the refrigerator, and using the mobile phone, access your favourite retail app to scan the items you have and submit.
+    - This triggers a series of actions:
+    - OCI AI Vision identifies the items (specific vegetables, egg, chicken etc).
+    - On choosing your favourite cuisine, OCI Generative AI suggests a list of dishes based on identified items.
+    - On selecting your favourite dish, OCI Generative AI provides the detailed recipe. Also, the missing ingredients are listed, with an option to order the same.
+- [Build an AI assistant you can access through Slack, Teams and more - Oracle LiveLabs](https://livelabs.oracle.com/pls/apex/dbpm/r/livelabs/view-workshop?wid=4015)
 - [How Generative AI helps you build smarter applications - Oracle LiveLabs](https://apexapps.oracle.com/pls/apex/f?p=133:180:109475216202632::::wid:4016)
 - [Cloud Coaching - Low Code Modular RAG-based Knowledge Search Engine using Oracle GenAI](https://www.youtube.com/watch?v=KkVomurY_0Q)
-    - In this coaching session, you’ll learn how to use low-code integration with Oracle Integration Cloud to integrate and orchestrate social media channels like WhatsApp, Business channels like a Web Application built in Oracle Visual Builder, productivity channels like OCI Object Storage, local large and small language models (LLMs), and vector databases to ingest live data into the RAG-based Knowledge Search Engine store. 
+  - In this coaching session, you’ll learn how to use low-code integration with Oracle Integration Cloud to integrate and orchestrate social media channels like WhatsApp, Business channels like a Web Application built in Oracle Visual Builder, productivity channels like OCI Object Storage, local large and small language models (LLMs), and vector databases to ingest live data into the RAG-based Knowledge Search Engine store.
 - [Cloud Coaching - Unleashing the Power of Oracle AI to Master RFx Responses](https://www.youtube.com/watch?v=0Z-gBTgUTRM)
-  - In this session we explore the design and development of an innovative solution, leveraging Generative AI, to assist in the generation of responses to RFx (request for anything). 
+  - In this session we explore the design and development of an innovative solution, leveraging Generative AI, to assist in the generation of responses to RFx (request for anything).
 - [Cloud Coaching - Enhancing your RAG to support multiple languages](https://www.youtube.com/watch?v=1wyvWOI-Vig)
-    - Multilingual support for Retrieval-Augmented Generation (RAG) can be obtained either with a multilingual LLM or by interfacing a single language LLM with a translation service.
-      - In this example, we’ll explore how to do the latter, by integrating Oracle Cloud Infrastructure (OCI) AI Language between LLM output and the user UI. This can be useful in many use cases, where a multilingual LLM is unavailable or RAG data sources are only available in a limited number of translations.
-      - In this webinar, we will continue to use the RAG architecture presented in our previous Cloud Coaching sessions, and update it to use a multilingual embedding model.
+  - Multilingual support for Retrieval-Augmented Generation (RAG) can be obtained either with a multilingual LLM or by interfacing a single language LLM with a translation service.
+    - In this example, we’ll explore how to do the latter, by integrating Oracle Cloud Infrastructure (OCI) AI Language between LLM output and the user UI. This can be useful in many use cases, where a multilingual LLM is unavailable or RAG data sources are only available in a limited number of translations.
+    - In this webinar, we will continue to use the RAG architecture presented in our previous Cloud Coaching sessions, and update it to use a multilingual embedding model.
 - [Cloud Coaching - How to enable Oracle Observability on RAG solutions](https://www.youtube.com/watch?v=VQg3lADHwu8)
-    - In this session we show you how OCI Application Performances Monitor helps to increase GenAI user satisfaction by collecting Opentelemetry traces produced by RAG and providing insight dashboard, anomaly detection and error notifications. 
+  - In this session we show you how OCI Application Performances Monitor helps to increase GenAI user satisfaction by collecting Opentelemetry traces produced by RAG and providing insight dashboard, anomaly detection and error notifications.
 - [Search Documents stored in Object Storage using Opensearch, Generative AI, Semantic Search, RAG](https://apexapps.oracle.com/pls/apex/r/dbpm/livelabs/view-workshop?wid=3762)
 
 ## Reusable Assets Overview
+
 - [Generative AI demo pack and deployment script](https://github.com/mgueury/streamlit_oke/)
 - [Podcast Generator](https://github.com/oracle-devrel/technology-engineering/tree/main/ai/ai-speech/podcast-generator)
 - [Decode Images and Videos with OCI GenAI](https://github.com/oracle-devrel/technology-engineering/tree/main/ai/generative-ai-service/decode-Images-and-Videos-with-OCI-GenAI)
 
-# Useful Links
+## Useful Links
 
 - [AI Solutions Hub](https://www.oracle.com/artificial-intelligence/solutions/)
 - [Navigating the frontier: Key considerations for developing a generative AI integration strategy for the enterprise](https://blogs.oracle.com/ai-and-datascience/post/considerations-generative-ai-integration-strategy)
-- [The Future of Generative AI: What Enterprises Need to Know](https://blogs.oracle.com/ai-and-datascience/post/future-generative-ai-what-enterprises-need-to-know) 
+- [The Future of Generative AI: What Enterprises Need to Know](https://blogs.oracle.com/ai-and-datascience/post/future-generative-ai-what-enterprises-need-to-know)
 - [Announcing the general availability of OCI Generative AI](https://blogs.oracle.com/ai-and-datascience/post/ga-oci-generative-ai)
 - [Oracle Embeds Generative AI Across the Technology Stack to Enable Enterprise AI Adoption at Scale](https://www.oracle.com/news/announcement/oracle-announces-availability-oci-generative-ai-service-2024-01-23/)
 - [Implement Oracle Cloud Infrastructure Generative AI based on Cohere Large Language Model - Blog & Architecture](https://docs.oracle.com/en/solutions/oci-generative-ai-llm/index.html#GUID-76987F35-F646-40CF-9CF2-42724BA57191)
@@ -84,7 +93,7 @@ Reviewed: 13.11.2024
 - [Generative AI product documentation](https://docs.oracle.com/en-us/iaas/Content/generative-ai/home.htm)
 - [Live Lab to Search Documents stored in Object Storage using Opensearch, Generative AI, Semantic Search, RAG](https://apexapps.oracle.com/pls/apex/r/dbpm/livelabs/run-workshop?p210_wid=3762&p210_wec=&session=114913007746363)
 
-# License
+## License
 
 Copyright (c) 2025 Oracle and/or its affiliates.
 
