Osmos的动态

We’re thrilled to launch the?Osmos AI Data Wrangler, now available on Microsoft Fabric! ?? Say goodbye to manual data wrangling—our fully autonomous AI solution transforms how you handle data, making it faster, smarter, and easier than ever before. This is a game-changer for anyone tackling complex data challenges. ???Check it out in action?and see how we’re redefining data transformation:?https://lnkd.in/gE3TiybR #AI #DataWrangling #MicrosoftFabric #Innovation #Osmos #MicrosoftIgnite

Some tips from my collegues on how to use Microsoft Data Fabric to accelarate you Gen AI initiative https://lnkd.in/dzS2EKqz

Revolutionizing Data Analytics with AI in Microsoft Fabric I’ve seen how AI integration revolutionizes data utilization for innovation and efficiency. Microsoft Fabric’s unified analytics platform becomes even more powerful with AI. Here’s a quick technical overview: 1. Real-Time Insights: AI models leverage Azure Machine Learning and integrated Synapse Analytics to process massive datasets, enabling advanced predictive analytics, anomaly detection, and real-time decision-making. 2. Automated Workflows: AI-driven tools such as AutoML and Fabric’s Data Factory simplify complex ETL (Extract, Transform, Load) pipelines by automating data transformations, schema mapping, and classification tasks. 3. Context-Aware Insights: Power BI’s AI features, including natural language Q&A, key influencer analysis, and clustering, provide highly contextualized insights tailored to user queries. 4. Data Governance: AI enhances Fabric’s governance capabilities with automated metadata management, lineage tracking, and machine learning-based anomaly detection to ensure data accuracy and compliance. 5. Cost Optimization: Synapse’s intelligent query acceleration and workload management, combined with AI-powered performance tuning, optimize resource usage while minimizing operational costs. A standout feature is Copilot for Data Workflows, leveraging generative AI to assist with SQL query generation, natural language data exploration, and auto-summarization of complex dashboards. This bridges the gap between technical and business teams, enabling seamless collaboration and unlocking deeper insights. AI in Microsoft Fabric transforms data ecosystems by embedding intelligence at every layer, driving faster decisions, continuous innovation, and scalable digital transformation. Let’s innovate together! #MicrosoftFabric #AIIntegration #DataAnalytics #DigitalTransformation #ArtificialIntelligence #BigData #DataScience #Automation #Innovation #TechLeadership

Optimal performance and minimal manual intervention. Microsoft Fabric's autonomous SQL databases scale and tune themselves using AI. Check it out. https://lnkd.in/gsETnnpf Spin up SQL databases in seconds with Microsoft Fabric, seamlessly integrating your operational and analytical data across multiple clouds. Use AI to scale, tune, and secure databases, so you can focus on building powerful, data-rich applications without the manual management overhead. #SQLinFabric

Supercharge your productivity with Microsoft Fabric's Copilot for Data Warehouse! Meet your new paired programmer, Copilot, designed to seamlessly integrate with your data warehouse and leverage generative AI to deliver intelligent insights, streamline operations, and enhance productivity. Here's how: Simplified Database Development: Copilot automates and simplifies key aspects of data management, helping you prepare, organise, model, secure, and query your data with confidence. Copilot Q&A for SQL Developers: Tackle data preprocessing with ease! Use natural language in the chat pane to get guidance on filtering, transforming, and joining data. Transform your data management experience with Copilot for Data Warehouse. Read on for more: https://lnkd.in/eEFHwFvx #MicrosoftFabric #DataWarehouse #Productivity #AI #DataManagement #SQL #TechInnovation #PairedProgramming #GenerativeAI

Build AI apps with integrated AI capabilities. See how to create autonomous SQL databases with RAG support in seconds with Microsoft Fabric. https://lnkd.in/gsETnnpf Spin up SQL databases in seconds with Microsoft Fabric, seamlessly integrating your operational and analytical data across multiple clouds. Use AI to scale, tune, and secure databases, so you can focus on building powerful, data-rich applications without the manual management overhead. #SQLinFabric

Microsoft's Framework for Data-Augmented LLMs Enhances Real-World Applications. Microsoft researchers have unveiled an innovative framework for creating data-augmented large language model (LLM) applications, transforming how AI interacts with real-world data. This approach integrates external databases with the power of LLMs, enabling the creation of applications that can provide more accurate, context-aware, and dynamically updated outputs. Unlike standard LLMs that rely solely on pre-trained data, this framework allows LLMs to pull real-time data from diverse sources, thereby enhancing their utility in rapidly changing environments such as finance, healthcare, and customer service. Key techniques include improving retrieval-augmented generation (RAG) models by refining data retrieval processes and dynamically merging relevant information into outputs, ensuring better coherence and relevance. The implications of this development are vast. It shifts the paradigm from static knowledge models to a more flexible, continuously evolving architecture, making AI-powered applications more reliable for decision-making in real-time scenarios. The framework promises to reduce hallucinations in AI-generated content, making outputs more grounded in verified data, which could significantly improve business workflows that require accurate, up-to-date information. This architecture could serve as a foundation for future innovations in LLM-driven solutions, where the seamless fusion of AI and data creates more sophisticated, robust applications. hashtag #AIInnovation hashtag #DataAugmentedLLMs hashtag #MicrosoftResearch hashtag #RealTimeAI hashtag #FutureOfAI hashtag #LLMFramework hashtag #AIApplications https://lnkd.in/dZ3wqEWy …more

Microsoft's Framework for Data-Augmented LLMs Enhances Real-World Applications. Microsoft researchers have unveiled an innovative framework for creating data-augmented large language model (LLM) applications, transforming how AI interacts with real-world data. This approach integrates external databases with the power of LLMs, enabling the creation of applications that can provide more accurate, context-aware, and dynamically updated outputs. Unlike standard LLMs that rely solely on pre-trained data, this framework allows LLMs to pull real-time data from diverse sources, thereby enhancing their utility in rapidly changing environments such as finance, healthcare, and customer service. Key techniques include improving retrieval-augmented generation (RAG) models by refining data retrieval processes and dynamically merging relevant information into outputs, ensuring better coherence and relevance. The implications of this development are vast. It shifts the paradigm from static knowledge models to a more flexible, continuously evolving architecture, making AI-powered applications more reliable for decision-making in real-time scenarios. The framework promises to reduce hallucinations in AI-generated content, making outputs more grounded in verified data, which could significantly improve business workflows that require accurate, up-to-date information. This architecture could serve as a foundation for future innovations in LLM-driven solutions, where the seamless fusion of AI and data creates more sophisticated, robust applications. hashtag #AIInnovation hashtag #DataAugmentedLLMs hashtag #MicrosoftResearch hashtag #RealTimeAI hashtag #FutureOfAI hashtag #LLMFramework hashtag #AIApplications https://lnkd.in/dZ3wqEWy …more

Here's what new is in the Fabric world Harness Microsoft Fabric AI Skill to Unlock Context-Rich Insights from Your Data https://lnkd.in/drTmfMf9 #ThatTechieGirl #TechnologyAdvisor #Fabric #MSFTAdvocate #Microsoft #Data

?? Completed the AI Skills Challenge: Microsoft Fabric with 100% success! ?? It was such a fun and insightful journey, diving deep into how to connect, ingest, store, analyze, and report on data with Microsoft Fabric. ?? I've gained so much knowledge about this powerful tool, and it has been an amazing experience learning how it can accelerate data analytics capabilities. Excited for what’s next! ?? #MicrosoftFabric #DataAnalytics #LearningJourney #AIChallenge You can try the challenge here: https://lnkd.in/gdiPd8Jv