What’s new in Data & AI: Extend the attain of AI with information connectors and integrations | Azure Blog

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What’s new in Data & AI: Extend the attain of AI with information connectors and integrations | Azure Blog


Data is the lifeblood of any enterprise, and AI is the important thing to unlocking its full potential. However, harnessing the amount and complexity of knowledge from apps, companies, sensors, and extra is usually a important problem to fueling impactful AI. By investing in a unified, clever information platform, organizations can’t solely save on integration prices and enhance their safety posture, but additionally allow extra superior AI capabilities. Healthcare firms like Mercy, producers like Aurobay, Financial Services suppliers like Manulife, and different firms throughout industries are paving the best way for AI innovation by modernizing their information with Microsoft Azure.

The rise of generative AI presents an particularly thrilling alternative to rework your information right into a aggressive benefit. For instance, Atera is reworking IT Management by combining basis fashions in Azure OpenAI Service with distinctive enterprise information, offering clients with an all-encompassing view of IT actions to proactively establish points, and suggest speedy options. Likewise, startup Commerce.AI is driving 30 to 50 p.c will increase in productiveness for purchasers through the use of Azure OpenAI Service to extract insights from unstructured information, like buyer help calls and on-line evaluations, uncovering new progress alternatives, and automating workflows. By utilizing basis fashions as a reasoning engine—not a data base—organizations can construct extra related, differentiated options for purchasers and end-users.

In this month’s weblog publish, I’ll discover new ways in which organizations can join their enterprise information to Azure AI to unearth significant insights, predictions, and actions. First, listed below are new studying and skilling assets to assist your groups get impressed and construct a proof of idea rapidly.

Skill up with the most recent assets for Azure AI builders

Azure OpenAI Service supplies organizations with entry to OpenAI’s highly effective massive language fashions (LLMs), enabling numerous pure language processing (NLP) options to grasp and generate content material. Developers can entry the service by way of REST APIs, SDKs, and a studio UI. Our new, free on-line course Develop generative AI options with Azure OpenAI Service supplies builders with the abilities they should begin constructing options with Azure OpenAI Service, and features a module on accountable generative AI, with steering and instruments to implement options responsibly. For organizations that need extra customization, we printed a brand new course on the right way to Fine-tune a basis mannequin with Azure Machine Learning, offering machine studying professionals with step-by-step steering on the right way to discover, fine-tune, and deploy LLMs, all from the mannequin catalog in Azure Machine Learning.

Build a chatbot that makes use of your individual organizational information with Power Virtual Agents and Azure OpenAI Service

Exciting information for chatbot builders: Microsoft now provides seamless integration between Power Virtual Agents and Azure OpenAI Service, serving to you unlock the total potential of conversational experiences and generative AI collectively. Chatbot builders now have two methods to mix these widespread companies: utilizing no-code out of the field generative AI options throughout the Power Virtual Agents studio, or by way of low-code or code-first experiences in Azure AI Studio. And, since you may mix Power Virtual Agents with over 1000 software program as a service (SaaS) connectors utilizing Power Automate, there’s limitless alternatives to complement your chatbot conversations with enterprise companies and contextual data.

This replace expands the groundbreaking Azure OpenAI Service in your information characteristic, which allows easy ingestion of knowledge from any supply—be it native or cloud-based—to floor your Azure OpenAI Service answer with contextual information. Grounding fashions in your information helps extra correct and related outputs. For instance, a retail firm might floor their Power Virtual Agent expertise in return insurance policies, low cost codes for campaigns, and product catalogs to offer extra useful responses to clients on their web site. Because the Azure OpenAI mannequin has entry to, and may reference these particular sources to help its responses, solutions should not solely primarily based on its pretrained data but additionally on the most recent data out there in these designated information sources. This grounding information additionally helps the mannequin keep away from producing responses primarily based on outdated or incorrect data.

Bring your Microsoft 365 information into Microsoft Azure to construct customized options for the way forward for work

Microsoft Graph is the gateway to organizational information in Microsoft 365, and Microsoft Graph Data Connect allows builders, information scientists, and analysts to leverage that information in Microsoft Azure and Microsoft Fabric whereas staying compliant with business requirements and holding organizational information safe. Example use instances embrace utilizing Microsoft 365 information to assist staff discover matter consultants throughout the group, detect fraud in communication information, or analyze assembly requests to grasp assembly room utilization. Our new Microsoft Graph Data Connect eBook explains how one can benefit from all this information responsibly to construct insightful options for the trendy work setting.

A diagram of Microsoft Graph Data Connect serving as a bridge between Microsoft 365 Apps and Data Analytics apps in Microsoft Fabric

Azure Cosmos DB powers the clever purposes you employ on daily basis

From the cell app you employ to order your morning espresso, to the collaboration apps you employ at work, builders depend on Azure Cosmos DB to construct AI purposes that may ingest, retailer, and course of information quick —and at scale. Recently, we launched vector search capabilities in Azure Cosmos DB, opening a brand new world of alternatives for constructing clever apps with cloud-scale NoSQL and PostgreSQL information. You could also be questioning why vector databases are such a giant deal for AI. Essentially, a vector database shops information as “vectors,” or mathematical representations of options or attributes. This implies that as a substitute of utilizing conventional strategies of querying databases primarily based on precise matches or predefined standards, you should utilize a vector to search out the most related or related information primarily based on semantic or contextual which means. This is how vector-based search delivers quick, significant, and highly-relevant outcomes, even over unstructured information. It is but one more reason for builders to construct AI options with Azure Cosmos DB. 

Drive important ROI and price financial savings with an built-in information and AI platform

The Microsoft Intelligent Data Platform supplies information connectors and native integrations to assist firms unify their information and prolong the ability of Azure AI, wherever your information resides. A 2023 Forrester consulting examine commissioned by Microsoft discovered that clients taking a unified strategy to broad information, analytics, and AI wants:

  • Had a projected ROI of 95 p.c to 232 p.c over three years.
  • Saved between 19 p.c and 70 p.c on information governance prices.
  • Improved revenues as much as between 1 p.c and a couple of p.c from higher buyer analytics.

Watch the 30-minute webinar hosted by Microsoft and Forrester to be taught extra in regards to the financial influence of a unified information platform.

A quotation from a customer calls Microsoft the king of integration and a pair of statistics show that the Microsoft Intelligent Data Platform has a high ROI and NPV.

Scale generative AI with new Azure AI infrastructure developments and availability

The generative AI business is evolving quickly, and firms are on the lookout for a full-stack AI answer that mixes each highly effective AI infrastructure and managed AI companies to guage, fine-tune, and deploy massive AI fashions at scale. As a part of our dedication to bringing the transformative energy of AI to our clients, this month, we introduced that Azure OpenAI Service is now out there in a number of new areas, offering companies worldwide with unparalleled generative AI capabilities.

As a part of our ongoing funding in generative AI, we additionally introduced the final availability of the ND H100 v5 Virtual Machine collection, that includes the most recent NVIDIA H100 Tensor Core GPUs and NVIDIA Quantum-2 InfiniBand networking, which ship supercomputing efficiency and pace for cutting-edge AI workloads. The ND H100 v5 is now out there within the East United States and South Central United States Azure areas. Enterprises can register their curiosity in entry to the brand new VMs or overview technical particulars on the ND H100 v5 VM collection at Microsoft Learn

Embrace the way forward for information and AI at upcoming Microsoft occasions

Feeling impressed? Register for these upcoming occasions to find how Azure might help you clear up your most important challenges and create new alternatives for what you are promoting.

  • Microsoft Envision will join thought leaders and business consultants for well timed discussions targeted on options and methods on your group’s AI transformation. Check out our schedule of upcoming dates and places, from Mexico City to Mumbai, and uncover how AI might help you sole your most important challenges and create new alternatives for what you are promoting.
  • Microsoft Ignite is one in every of our largest occasions of the yr for technical enterprise leaders, IT professionals, builders, and fanatics. Join us November 14-17, 2023, just about or in-person, to listen to the most recent improvements round AI, be taught from product and companion consultants construct in-demand abilities, and join with the broader neighborhood.
  • Explore all upcoming occasions for Microsoft Azure, together with hands-on workshops for information and AI options, particular matters like accountable AI, and stay Q&A periods with Azure consultants.

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