From ad971652a5739e6d918869623661bc81f9de1761 Mon Sep 17 00:00:00 2001 From: Ali Ottoman Date: Mon, 22 Sep 2025 17:21:01 +0400 Subject: [PATCH] Update README.md --- ai/generative-ai-service/README.md | 123 +++++++++++++++-------------- 1 file changed, 62 insertions(+), 61 deletions(-) diff --git a/ai/generative-ai-service/README.md b/ai/generative-ai-service/README.md index a6385cf6e..12cb8a6fc 100644 --- a/ai/generative-ai-service/README.md +++ b/ai/generative-ai-service/README.md @@ -2,11 +2,20 @@ 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. -Discover below assets that can transform your business worflows across your departments. You'll find below additional resources to help you with your Generative AI transformational journey! +Explore below assets that can transform your business worflows across your departments. You'll find below additional resources to help you with your Generative AI transformational journey! -Reviewed: 19.09.2025 +[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. + +[Generative AI on Oracle.com](https://www.oracle.com/artificial-intelligence/generative-ai/) - Explore Generative AI offerings by Oracle. + +[Generative AI product documentation](https://docs.oracle.com/en-us/iaas/Content/generative-ai/home.htm) - Check out GenAI product documentation here. + +[AI Solutions Hub](https://www.oracle.com/artificial-intelligence/solutions/) - Here you can access a variety of other solutions from the GenAI team + +Reviewed: 22.09.2025 ## Team Publications +### Github Solution Assets - [Complex Report Analyzer](https://github.com/oracle-devrel/technology-engineering/tree/main/ai/generative-ai-service/financial-analysis-chatbot) - This solution focuses on providing users with the ability to converse and query complex reports (health, financial, HR, etc.) utilizing a mixture of DU and vision LLMs, users are able to query the text content of the report complemented with graphs, illustrations, etc. - [Generic Document Evaluation](https://github.com/oracle-devrel/technology-engineering/tree/main/ai/generative-ai-service/generic-document-evaluation) @@ -17,95 +26,87 @@ Reviewed: 19.09.2025 - This Generative AI service application relies on OCI SDK alongside the new Llama 4 models (Scout and Maverick) to extract data from PDFs (or images) into structured data as JSON. - [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) +- [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 -- [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 -- [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 - [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) -- [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) -- [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. -- [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. -- [Generative AI in OCI](https://medium.com/oracledevs/generative-ai-in-oci-c0467e1a68f7) - - 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. - [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. -- [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) -- [How Generative AI helps you build smarter applications - Oracle LiveLabs](https://apexapps.oracle.com/pls/apex/f?p=133:180:109475216202632::::wid:4016) +- [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) + +### Cloud Coaching +- [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 - [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. +- [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. - [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). - [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. -- [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. -- [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) +- [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. +- [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. -## Reusable Assets Overview +### Live-labs +- [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) +- [Search Documents stored in Object Storage using Opensearch, Generative AI, Semantic Search, RAG - Oracle LiveLabs](https://apexapps.oracle.com/pls/apex/r/dbpm/livelabs/run-workshop?p210_wid=3762&p210_wec=&session=114913007746363) -- [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) +### Reference Architectures +- [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 +- [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. +- [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) -## Useful Links +### Youtube Videos +- [The future of generative AI: What enterprises need to know | Oracle CloudWorld 2023](https://www.youtube.com/watch?v=qcHpu6WA-k8&t=3s) +- [What is Generative AI](https://www.youtube.com/watch?v=pWNAtUwnBS8&t=3s) +- [Pre-GA OCI Generative AI (Beta) Service Product Tour](https://www.youtube.com/watch?v=1tnTyCp3GdY) +- [Oracle's Vision for the Future - Larry Ellison keynote Oracle Cloud World 2023](https://www.youtube.com/watch?v=63DmgBN1rSI) +- [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) +- [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) -- [AI Solutions Hub](https://www.oracle.com/artificial-intelligence/solutions/) +### Blogs & Announcements +- [Generative AI in OCI](https://medium.com/oracledevs/generative-ai-in-oci-c0467e1a68f7) - [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) - [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) +- [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) +- [Oracle’s generative AI strategy - blog by Greg Pavlik](https://blogs.oracle.com/ai-and-datascience/post/generative-ai-strategy) - [Generative AI Chatbot using LLaMA-2, Qdrant, RAG, LangChain & Streamlit](https://blogs.oracle.com/ai-and-datascience/post/ai-chatbot-llama2-qdrant-rag-langchain-streamlit) - [Developing AI applications with OCI Generative AI and LangChain](https://blogs.oracle.com/ai-and-datascience/post/developing-ai-apps-oci-generative-ai-langchain) - [Guide to prompt engineering: Translating natural language to SQL with Llama 2](https://blogs.oracle.com/ai-and-datascience/post/prompt-engineering-natural-language-sql-llama2) -- [Oracle and Generative AI](https://docs.oracle.com/en-us/iaas/Content/Resources/Assets/whitepapers/oracle-and-generative-ai.pdf) -- [Oracle’s generative AI strategy - blog by Greg Pavlik](https://blogs.oracle.com/ai-and-datascience/post/generative-ai-strategy) +- [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/) - [Oracle to Deliver Powerful and Secure Generative AI Services for Business](https://www.oracle.com/news/announcement/oracle-to-deliver-powerful-and-secure-generative-ai-service-for-business-2023-06-13/) -- [The future of generative AI: What enterprises need to know | Oracle CloudWorld 2023](https://www.youtube.com/watch?v=qcHpu6WA-k8&t=3s) -- [What is Generative AI](https://www.youtube.com/watch?v=pWNAtUwnBS8&t=3s) -- [Pre-GA OCI Generative AI (Beta) Service Product Tour](https://www.youtube.com/watch?v=1tnTyCp3GdY) -- [Oracle's Vision for the Future - Larry Ellison keynote Oracle Cloud World 2023](https://www.youtube.com/watch?v=63DmgBN1rSI) -- [Generative AI on Oracle.com](https://www.oracle.com/artificial-intelligence/generative-ai/) -- [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) + +## 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) ## License Copyright (c) 2025 Oracle and/or its affiliates. - Licensed under the Universal Permissive License (UPL), Version 1.0. - See [LICENSE](https://github.com/oracle-devrel/technology-engineering/blob/main/LICENSE) for more details.