Ludwig is a popular open-source low-code framework for building custom AI models like LLMs and other deep neural networks. It simplifies the machine learning process with a low-code approach, enabling non-ML roles(application developers, business use...
IntroductionThis blog is publishing my internal notes on SAP's AI infrastructure. Its September 2024, this is moving really fast.SAP has a vast and powerful suite of services and products to manage the AI data infrastructure layer that will bring cus...
https://me.sap.com/loading This blog shows how to implement a SAP Business AI project with a time-series forecast by using SAP Datasphere's embedded Predictive Analysis Library.
Improve Your sales approach: Learn how the convergence of SAP S/4HANA, SAP Datasphere, and SAP Analytics Cloud can redefine your sales strategies with cutting-edge AI.
The text discusses the importance of AI agents and structured outputs in enterprise applications, particularly in the context of SAP systems. Here's a summary of the key points:## AI Agents and Tool Calling- AI agents are more effective than traditio...
This blog shows how to implement a SAP Business AI project with a time-series forecast by using the embedded Predictive Analysis Library. Implementation is possible with the free-tier edition of SAP HANA Cloud
On 6 Aug 2024, OpenAI introduces Structured Outputs in the API in the new gpt-4o-2024-08-06 with a strict enforcement option for model's JSON output to be compliant with a given JSON schema. Weeks ago, MetaAI releases LLaMa 3.1 with multilingual capa...
Mark Your Calendars: Wednesday, August 28, 2024 | 03:00 p.m. – 04:00 p.m. CEST
Meta released Llama 3.1 405B model a few days ago, and well I have some exciting news if you think "why should I care", I will tell you 3 reasons why you should consider it.The first Open Source LLM to know ABAPThe first Open Source LLM to know the S...
IntroductionRetrieval-Augmented Generation (RAG) applications significantly enhance the contextual relevance of large language model (LLM) outputs by integrating real-time database lookups. This tutorial provides a step-by-step guide to implementing ...
Artificial Intelligence (AI) has already made a significant impact on the way businesses operate. From improving customer service with digital assistants to optimizing supply chain management, AI has proven its ability to drive efficiency and innovat...
Unleash Open-Source Text Embeddings in SAP AI Core with InfinityThis blog post dives into using open-source Text Embedding Models within SAP AI Core. It explores the "Bring Your Own Model" (BYOM) approach, focusing on Infinity – a high-performance se...
In this blog post, we'll have an end-to-end technical deep dive into the option of bringing open-source LLMs into SAP AI Core through a Custom Inference Server with Hugging Face Transformers Library.Enhancing the use case Citizen Reporting with visio...
If your goal is to build an AI Agent that connects and interacts with SAP applications, the SAP Business Technology Platform (SAP BTP) is an excellent choice for several reasons:Integration with SAP Applications, like SAP S/4HANA, SAP SuccessFactors,...
Natural language to SQL.Correctness of generated SQL.Length of prompt.Intent of user query.
In this blog post, we'll have an end-to-end technical deep dive into the first option of bringing open-source LLMs within SAP AI Core through Ollama.A quick glance at OllamaDeploy and Run Ollama in SAP AI CoreInference Microsoft's open-source model P...
In the rapidly evolving digital landscape, businesses are constantly seeking ways to stay ahead of the curve. SAP, a global leader in enterprise software, is at the forefront of this revolution, integrating cutting-edge artificial intelligence (AI) i...
A crisp introduction to Ai & Analytics
Discover how we leveraged Generative AI to elevate your experience at Sapphire 2024! Dive into the behind-the-scenes story of our innovative tool designed to help Account Executives recommend sessions tailored to your organization's unique journey. L...
Unleash the power of AI and augment your applications with Retrieval-Augmented Generation. Dive into the world of large language models with this simple guide on building Python RAG applications using LangChain, HANA Vector DB, and the Generative AI ...
I describe what Function Calling capability brings in the models, and which models have been tested with Function Calling mechanisms. I have been trying to understand if any of the existing models have been trained with SAP Function Calling capabilit...
Generative Ai application using Streamlit , Rag and HANA Vector Engine an advanced chatbot which can convert multiple PDF's upto size 200mb and store the text embeddings in HANA Vector database.
Did you know that AI already exists in most of your SAP solutions? AI is already a central, integrated capability of our enterprise applications and business technology, used by tens of thousands of our cloud customers.Learn how to activate and confi...
Discover AI-driven business solutions with SAP Business AI at our free-to-attend virtual session: unlock untapped potentials, gain competitive edge, and equip yourself to thrive in the AI-empowered future.
With the SAP HANA Cloud 2024 Q1 release, several new embedded Machine Learning / AI functions have been released with the SAP HANA Cloud Predictive Analysis Library (PAL), for classification, regression, time series forecasting or financial data ana...
Retrieval-Augmented Generation (RAG) techniques significantly improve the contextual relevance of large language model (LLM) outputs by incorporating real-time database lookups. SAP HANA Cloud vector engine plays a key role here, enabling efficient r...
If you have a collection of FAQs that you want to be easily accessible for your business users, then a chatbot might be the answer. This blog explains how to create such a (non-hallucinating) chatbot on SAP's Business Technology Platform by leveragin...
Practical usage of the HANA Cloud Vector Engine following it's general availability.
In this blog post series, we will explore various options for running popular open-source Large Language Models to like LLaMa 3, Phi3, Mistral, Mixtral, LlaVA, Gemma etc., in SAP AI Core, which complements SAP Generative AI Hub with self-hostsed open...
SAP Business AI is already embedded in the SAP applications that customers use to run their most critical business processes. With SAP Business AI, you are empowered to interact with SAP software through Joule – SAP’s copilot available across SAP app...
SAP HANA Cloud graph is more for custom graph algorithm development and analysis, the SAP Datasphere knowledge graph is an automated capability that provides a rich context for generative AI use cases by capturing complex data relationships and metad...
SAP's suite of AI SDKs empowers organizations to unlock the full potential of artificial intelligence and seamlessly integrate AI capabilities into their applications and workflows. From managing AI scenarios and workflows to deploying machine learni...
It’s no surprise that generative artificial intelligence (GenAI) is starting to have a profound impact on businesses. With its ability to unlock valuable insights, help make better decisions, automate tasks, and personalize experiences, the use cases...
In this article, I delve into Advanced RAG techniques, demonstrate hosting the open-source vector database ChromaDB on SAP BTP Kyma runtime, guide you through using LlamaIndex to construct an RAG pipeline on SAP AI Core, explore HuggingFace Zephyr7b-...
In today's rapidly evolving digital landscape, enterprises are increasingly turning to artificial intelligence to drive innovation, enhance experience management, and gain a competitive edge. However, integrating high-mature AI solutions within an or...
There are numerous advantages that AI brings to businesses, highlighting its potential to enhance efficiency, productivity, decision-making, and customer satisfaction.
I introduce Multi Agent capability to help Mary, a Maintenance Manager with access to SAP Plant Maintenance. Multi Agent capability will enhance Mary's options to determine and automatically achieve her tasks with language based instructions.
Artificial Intelligence (AI) has become an integral part of the business landscape, revolutionizing industries and driving innovation. As we look at what’s already available and what’s to come, it’s evident that AI will continue to evolve and shape t...
Hello SAP Community,Welcome back after the community migration. We finally have access to our forums and blogs. In this case, I have decided to present a post, which has been postponed for several days, about predictions for 2024. Enjoy!
I explain why the new release of Generative AI Hub "Agents" will become one of the most important features of the Business Technology Platform
As we stand on the brink of a technological revolution, AI is reshaping the way we interact with the digital world. I'm here to share my insights regarding this evolving landscape, offering observations into how AI, machine learning, and other relate...
39'000 years ago, our ancestors defined the two-dimensional user interface we still stick to today. What's next?
In the realm of natural language processing, question answering over tabular data, also known as TableQA, presents a big challenge. SAP, in consequence, presents a challenge in enhancing Large Language Models' (LLMs) proficiency in reasoning over its...
AI, AI, AI... Share volume of mentioning of AI scares me – not because I believe AI is currently capable of the “Judgment Day”[1] – but because I believe we do have too many talks, and too high expectation of AI, and especially Generative AI. It’s j...
Trustworthy AI: How to make artificial intelligence (AI) understandable Why is it that people don’t trust Artificial Intelligence (AI)? The results of a recent survey puts the situation in a nutshell: (US-American) people trust AI to pick their fil...
The revolution is coming! It is closer than most people think. I have no doubt that artificial intelligence will change the world, society, the job market, our lives. You can disagree about the scale of the change, the scope of the opportunities, and...
Overview: Generative AI (Gen AI) is a rapidly evolving field with the potential to revolutionize the way we interact with enterprise data. Unlike traditional AI models, which are trained on specific tasks, Gen AI models can be trained to generate ...
What are you personally excited by that you think will make a profound difference in the way businesses operate? “I’ll admit I’m a great optimist, I’ve seen several of these paradigm shifts in the past, including one not so long ago that SAP was a p...
“Ultimately, I think the impact is going to be positive.” Andrew Kisslo, Head of Global Partner Marketing, shares his views on Artificial Intelligence and how partners can use it to enhance their digital marketing capabilities. What impact do you ...
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Email-driven SAP Service Quotation approval with n...
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Agent-to-Agent Protocol (A2A): From First Principl...
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