Introducing Microsoft Fabric - Microsoft Community Hub

Microsoft Fabric is a comprehensive analytics platform that brings together various services into one integrated solution. It offers features for data science, business intelligence, real-time analytics, and data migration. Fabric streamlines the analytics workflow by eliminating the need for multiple tools and simplifying data flow between different stages. It provides a user-friendly interface, scalability, and flexibility, allowing organizations to handle large volumes of data and make timely decisions. Fabric also offers advanced data science capabilities, strong security protections, and centralized administration and governance. It includes components such as data engineering, data factory, data science, data warehouse, real-time analytics, and Power BI. Overall, Microsoft Fabric is a cost-effective and efficient solution for businesses to optimize their analytics processes and achieve data-driven decision-making. #MicrosoftFabric #AnalyticsPlatform #DataDrivenDecisionMaking #softcorpremium

Document Generative AI: the Power of Azure AI Document Intelligence & Azure OpenAI Service Combined

Document Generative AI, a solution from Azure AI Document Intelligence and Azure OpenAI Service, allows users to chat with their documents, generate captivating content, and access the power of AI models on their data. It offers benefits such as natural language interaction, content generation, time and cost savings, accuracy enhancement, and support for various document tasks. The solution addresses challenges related to diverse document formats, OCR accuracy, information extraction, long documents, prompt length limitations, context preservation, and efficient processing. By leveraging Azure AI Document Intelligence, Azure Cognitive Search, and Azure OpenAI models, users can create chat-based applications that handle different document types and interact with lengthy documents. The solution can be used for invoice processing, report generation, document classification, and document Q&A. Users can try out the solution on their own data or sample data provided. #DocumentGenerativeAI #AzureAI #DocumentIntelligence #softcorpremium

MYEG, BOC deploy blockchain-based clearance system - Back End News

MY E.G. Services Berhad (MYEG) has partnered with the Philippines Bureau of Customs (BOC) to deploy a blockchain-based customs clearance and processing service called Ztrade. This collaboration aims to enhance trade flows between the Philippines and China, as China is the largest import and export trade partner of the Philippines. Ztrade operates on MYEG's Zetrix blockchain platform and integrates Web3 technology and artificial intelligence (AI). The platform will enable the verification of Certificates of Origin for exports between the two countries, streamlining transactions and facilitating tariff exemptions under trade agreements like the RCEP and ACFTA. MYEG will provide the Ztrade solution in the Philippines, while Cargo Data Exchange Center Inc. (CDEC) will assist in integrating Ztrade into its platform. This deployment aligns with Malaysia's support for a blockchain-based single window system. Overall, the collaboration signifies a significant step forward in streamlining trade flows and fostering greater trade relations between the Philippines and China. #blockchaintrade #streamliningtrade #enhancingtraderelations #softcorpremium

Ease into similarity search with Google’s PaLM API | InfoWorld

In this article, we explore how to generate text embeddings and perform semantic searches using Google's PaLM API. Semantic search retrieves text with similar meanings, which is useful in building Q&A bots, recommendation systems, and more. We use the PaLM 2 large language model and the Google Cloud Vertex AI platform to generate text embeddings. The process involves converting text into vector embeddings using a machine learning model trained for semantic similarity. We provide a step-by-step guide on how to set up the environment and configure the SDK, load the data, generate embeddings, and perform semantic searches. The article concludes with examples and code snippets for reference. #textembeddings #semanticsearch #GooglePaLMAPI #softcorpremium

How to Calculate Technical Indicators in BigQuery using SQL — Moving Averages, RSI, MACD | by Samet Karadag | Google Cloud - Community | Jul, 2023 | Medium

Samet Karadag has published a blog post explaining how to calculate popular technical indicators in BigQuery using SQL. Technical indicators, such as moving averages, relative strength index (RSI), moving average convergence divergence (MACD), and Bollinger Bands, are essential tools for traders and analysts to gain insights into price trends and potential reversal points in financial markets. Karadag highlights the importance of these indicators in predicting stock prices, including trend identification, momentum assessment, support and resistance levels, entry and exit signals, risk management, and confirmation of fundamental analysis. He provides a SQL query that can be used in BigQuery to calculate these indicators efficiently for multiple stocks. #technicalindicators #financialanalysis #bigquery #softcorpremium

Improving medical imaging workflows with AWS HealthImaging and SageMaker | AWS Architecture Blog

AWS Architecture Blog has discussed how AWS HealthImaging and Amazon SageMaker can improve medical imaging workflows in healthcare. The challenges faced by healthcare providers in managing, storing, and analyzing medical images are addressed through AI-enabled diagnostic imaging cloud solutions. AWS AHI enables developers to deliver performance, security, and scalability to cloud-native medical imaging applications, while Amazon SageMaker provides an end-to-end solution for AI and machine learning. By leveraging these services together, healthcare providers can accelerate imaging diagnostics, increase radiology productivity, and improve patient outcomes. The architecture and key components of this solution are outlined, along with the security measures in place to protect patient data. Overall, this technology has the potential to transform the radiology field by improving accuracy, efficiency, and accessibility of medical imaging. #AWSHealthcare #MedicalImagingAI #CloudNativeSolutions #softcorpremium

Let’s Architect! Resiliency in architectures | AWS Architecture Blog

The AWS Architecture Blog has released a new edition of \"Let's Architect!\" focusing on the importance of resiliency in system architectures. Resilience is defined as the capability to recover from stress, attacks, and failures. The blog post introduces five resilience patterns that allow architects to personalize their strategies according to their application and business needs. It emphasizes the use of timeouts, retries, and backoff to create robust systems with high availability. The blog also highlights the AWS Resilience Hub, which helps businesses protect their applications from downtime risks and ensure uninterrupted service delivery. Additional resources, such as the Amazon Builders' Library and AWS Online Tech Talks, are provided for further learning on resilient architectures. #resilientarchitectures #AWSresiliencehub #systemresilience #softcorpremium

Developing with Java and Spring Boot using Amazon CodeWhisperer | AWS DevOps Blog

Amazon CodeWhisperer, which uses AI to provide real-time code suggestions for Java and Spring Boot developers. This tool aims to improve developer productivity by generating code snippets and functions based on plain English comments. CodeWhisperer supports multiple programming languages and can be integrated with popular IDEs. It also simplifies the process of creating Data Transfer Objects (DTO) and offers features like code generation for CRUD operations. Overall, CodeWhisperer aims to enhance developer efficiency and enable faster code releases. #AWS #CodeWhisperer #Java #softcorpremium

Power of Cross-Cloud Interconnect | by Biswanath Giri | Google Cloud - Community | Aug, 2023 | Medium

Cross-Cloud Interconnect (CCI) is a service that allows businesses to connect multiple cloud providers together in a private, high-performance network. This helps improve performance, security, scalability, and cost-effectiveness for businesses using a multi-cloud approach. CCI works by creating a dedicated, private network connection between cloud providers, allowing for seamless data and application transfer. When choosing a CCI solution, businesses should consider the cloud providers they want to connect, required bandwidth, necessary features, and pricing options. CCI revolutionizes multi-cloud connectivity, providing a cohesive and agile environment for businesses. The author, Biswanath Giri, is a Google Cloud Principal architect with expertise in cloud networking and infrastructure building. #CrossCloudInterconnect #MultiCloudConnectivity #CloudNetworking #softcorpremium

Deploy serverless applications in a multicloud environment using Amazon CodeCatalyst | AWS DevOps Blog

The AWS DevOps Blog has released a post detailing how organizations can deploy serverless applications in a multicloud environment using Amazon CodeCatalyst. CodeCatalyst is a service that integrates all the necessary tools for continuous integration and deployment practices into one platform. The post walks through the process of setting up CodeCatalyst, developing a RESTful API using the Serverless Framework, and deploying and testing the application on Azure Functions using GitHub Actions. The solution demonstrates how CodeCatalyst can be used to deploy applications to multiple cloud platforms. This comprehensive guide provides step-by-step instructions and offers insights into the benefits of using CodeCatalyst for multicloud deployments. #AWSDevOps #CodeCatalyst #MulticloudDeployments #softcorpremium

Build and Deploy a LangChain-Powered Chat App with Docker and Streamlit | Docker

In this blog post, MA Raza, Ph.D., provides a guide on building and deploying a LangChain-powered chat app using Docker and Streamlit. The article highlights the benefits of Docker in AI/ML projects, such as speed and consistency of deployment. The tutorial explores the process of creating the chat app using LangChain, OpenAI API, and Streamlit frameworks. The author also discusses the use of Docker Compose and Docker optimization techniques. The article includes code snippets and instructions for deploying the app on Streamlit Public Cloud, Google App Engine, and Google Cloud Run. Overall, the tutorial serves as a foundational template for developers interested in utilizing large language models in their applications. #AI #Docker #Streamlit #softcorpremium

Scaling options in Azure Container Apps - Microsoft Community Hub

Azure Container Apps is a fully managed environment that allows you to run microservices and containerized applications on a serverless platform. It supports automatic horizontal scaling through declarative scaling rules. The scaling can be based on HTTP requests, memory usage, CPU usage, Azure Service Bus queues or topics, and Azure Blob Storage. The platform creates replicas of the container app on-demand as it scales out. Monitoring and validation of the scaling rules can be done through various metrics provided in the platform. #AzureContainerApps #ServerlessScaling #softcorpremium

Seamlessly migrate a SQL database to Azure SQL Database (offline) with Microsoft Azure PowerShell - Microsoft Community Hub

Microsoft Azure has introduced a new feature for offline migrations of SQL databases to Azure SQL Database. The migration process can be simplified using the Azure SQL Migration extension in Azure Data Studio, as well as automation tools like PowerShell and Azure Data Migration Service. A step-by-step guide is provided to assist users in successfully migrating their databases to the cloud. #AzureSQLMigration #AzureDataMigration #CloudDatabaseMigration #softcorpremium

AWS Week in Review – Agents for Amazon Bedrock, Amazon SageMaker Canvas New Capabilities, and More – July 31, 2023 | AWS News Blog

In the latest AWS Week in Review, AWS communities in ASEAN made history with the first AWS User Group in Malaysia. The AWS Community Day also celebrated its tenth anniversary with a two-day event. Some highlights from last week's launches include managed agents for Amazon Bedrock, new LLM capabilities in Amazon QuickSight Q, and Glue Studio support for Amazon CodeWhisperer. Amazon SageMaker Canvas also released a set of new capabilities. AWS Open-Source Updates include modules for observability and a command line interface tool for building AWS CDK applications. Upcoming events include AWS Storage Day, AWS Summits in Taiwan and São Paulo, and AWS Community Days in Colombia and West Africa. Registration for AWS re:Invent is now open. AWS is seeking feedback through a customer experience survey. Stay tuned for next week's Week in Review. #AWSCommunityDay #AWSWeekInReview #AWSUpdates #softcorpremium

What is a SaaS Management Platform? Definition & Best Practices

SaaS management platforms are becoming essential for businesses to gain control and visibility over their SaaS applications. Traditional methods like spreadsheets and surveys are no longer sufficient to handle the numerous apps being used, resulting in security risks and financial waste. SaaS management platforms provide a single interface to discover, monitor, and report on all SaaS apps, enabling continuous discovery, detection of shadow IT, and cost optimization. These platforms are crucial for addressing SaaS sprawl and ensuring data security and efficiency. By implementing SaaS management effectively, organizations can improve visibility, reduce costs, and enhance overall security. #SaaSManagement #VisibilityAndSecurity #CostOptimization #softcorpremium

Building the perfect internal developer platform with Linkerd and Garden | Cloud Native Computing Foundation

In a recent blog post on the Buoyant blog, Tao Hansen discusses the concept of an Internal Developer Platform (IDP) and how it can improve developer productivity. The IDP is a self-service platform that allows developers to build, test, and deploy their applications without having to rely on an operations team. Hansen introduces two tools, Linkerd and Garden, that can transform the development experience and provide a highly-observable and efficient platform. Linkerd offers support for multi-clusters, enabling a self-service IDP that feels as light as a local development environment. Garden, on the other hand, simplifies the process of building, testing, and deploying applications to Kubernetes. By giving each team their own cluster, developers can work at their own pace and have a production-like environment to develop in. Linkerd and Garden together offer a powerful solution for improving developer velocity and achieving production-grade reliability in the IDP. #InternalDeveloperPlatform #LinkerdAndGarden #DeveloperProductivity #softcorpremium

New – AWS Public IPv4 Address Charge + Public IP Insights | AWS News Blog

AWS is implementing a new charge for public IPv4 addresses starting February 1, 2024. The charge will be $0.005 per IP per hour for all public IPv4 addresses, regardless of whether they are attached to a service or not. This change is due to the increasing scarcity of IPv4 addresses and the rising cost to acquire them. It is also intended to encourage the adoption of IPv6. The charge will apply to all AWS services and regions. However, there will be no charge for IP addresses that you own and bring to AWS. AWS is also introducing a new feature called Public IP Insights, which allows users to monitor and analyze their use of public IPv4 addresses at no cost. This feature provides a better understanding of security profiles and offers filtering options for public IP types and EIP usage. Users are encouraged to use IPv4 addresses efficiently and consider using AWS Direct Connect for a dedicated network connection to AWS. Additional resources and guidance on optimizing public IPv4 address usage are provided in a blog post. #AWSIPv4Charge #IPv4AddressUsage #PublicIPInsights #softcorpremium

Driving growth through insurance modernization | AWS Marketplace

According to a recent survey by Forrester, the insurance industry has yet to fully embrace the potential of cloud technology, with 58% of respondents reporting that their organizations lack modern technology infrastructures. However, insurers are optimistic about the benefits of cloud technology, expecting improvements in data quality, operational efficiency, real-time communication, and security. Despite the enthusiasm for modernization, many insurers still struggle with infrastructure immaturity, with only 42% considering their technology infrastructure to be modern. Additionally, 31% of insurers are unsatisfied with their cloud technology stacks, and 25% are experiencing slower-than-planned progress in their cloud journeys. In a webinar discussing these findings, industry experts highlighted the challenges of control, legacy technology, and changing customer behavior as barriers to modernization. Data and analytics were identified as top priorities for insurers, along with the need to evaluate and potentially modernize all aspects of their technology stack. AWS Marketplace offers a wide range of financial services solutions to help insurers address these challenges and modernize their infrastructures. #InsurTech #CloudAdoption #TechnologyModernization #softcorpremium

Metadata Driven Pipelines for Microsoft Fabric - Microsoft Community Hub

Microsoft Fabric introduces metadata-driven pipelines, allowing for the ingestion and transformation of data with reduced code, maintenance, and improved scalability. The architecture follows the medallion model (Bronze, Silver, Gold) and aims to build a Star Schema in a Microsoft Fabric Lakehouse with Delta Tables and Power BI Direct Lake Dataset. The solution involves defining pipeline configuration tables, loading data from source to Bronze Lakehouse, merging incremental data, creating SQL views for the Silver layer, loading data from Silver views/Bronze Lakehouse to Gold Lakehouse, and creating a Power BI report on the dataset. Microsoft Fabric offers a comprehensive solution for building a Modern Data Warehouse in a Lakehouse with Delta Lake tables and provides efficient connectivity to Power BI. Additional resources are available for further learning. #MicrosoftFabric #ModernDataWarehouse #PowerBI #softcorpremium

GitHub Copilot for Azure API Management Policies

Azure API Management (APIM) is a tool that manages backend APIs and offers various features. It allows users to write policy documents to extend APIM features and configure security policies. However, writing these documents in XML format can be challenging. To address this, GitHub Copilot, a public beta version, can now help write APIM policy documents in Visual Studio Code. It suggests code snippets and modifications, making the process easier and faster. It supports policy documents at the global, API, and operation levels. APIM users can benefit from this integration to streamline their policy document creation process. #AzureAPIManagement #GitHubCopilot #PolicyDocumentCreation #softcorpremium

Saying goodbye to PaaS and IaaS | Cloud Native Computing Foundation

In a recent community post, tech expert Noah Ispas discusses the increasing popularity and importance of Kubernetes in the world of DevOps. He highlights that Kubernetes is not just a technology for running containerized workloads, but can also be a game changer for fostering a DevOps culture within organizations. Kubernetes is now being used by half of the organizations that use containers in production, and its usage is only expected to grow. Ispas explains that Kubernetes was developed by Google as a way to unify cloud infrastructure across different providers, allowing developers to work with it without needing to know the underlying infrastructure. He emphasizes that Kubernetes is not just for running application workloads, but is increasingly being used for auxiliary workloads such as security controls, service meshes, and observability tools. Ispas suggests that Kubernetes can help bridge the gap between developers and operations, enabling developers to build and run their own software. He also introduces Crossplane, an open-source project that allows Kubernetes to be used as a control plane for managing both applications and infrastructure, providing a unified platform for developers. Ispas concludes by stating that while Kubernetes is not the answer to every problem, it can be a powerful tool for improving time to market and fostering a DevOps culture within organizations. #Kubernetes #DevOpsCulture #CloudInfrastructure #softcorpremium

15 Tips to Become a Better Prompt Engineer with Generative AI

Maximizing the potential of large language models requires prompt engineering skills. In a comprehensive guide, developers and data scientists are provided with 15 essential tips for creating effective prompts. These tips include understanding the basics of text prompts, identifying prompt components, crafting clear instructions, utilizing examples, paying attention to cueing, testing different prompt arrangements, giving the model an \"out\" for inaccurate responses, being mindful of token limits, mitigating harm with responsible AI practices, experimenting and iterating, understanding different APIs, starting with a clear system message, leveraging few-shot learning, using explicit constraints, and combining techniques for complex tasks. The guide also offers additional resources and information on responsible AI practices. #MaximizingPotential #EffectivePrompts #ResponsibleAI #softcorpremium

From Prompts to Embeddings and Vector Stores - How to use OpenAI in real scenarios

LLMs (Large Language Models) are widely used but can be challenging to utilize effectively. In this guide, the author shares examples on creating effective prompts, using embeddings and vector stores, and leveraging Azure AI services with OpenAI GPT. The author has created a public GitHub repository with code examples for each scenario. The guide emphasizes the importance of specific prompts and few-shot learning. It also explains semantic search, embeddings, vector stores, and the LangChain Python library. The guide concludes by highlighting the potential of OpenAI to improve AI applications through prompt optimization and data augmented generation. #LLMs #AIapplications #promptoptimization #softcorpremium

Low code AI with Power Apps and Power Automate | InfoWorld

Microsoft has integrated generative AI capabilities into its AI Builder section of Power Apps and Power Automate, allowing citizen makers to create professional applications without programming experience. The AI Builder draws on Azure AI Services and offers 17 prebuilt AI models for tasks such as document processing, sentiment analysis, and text translation. Microsoft's competitors in the low-code development space are also investing in AI, making it a rapidly evolving field. Power Apps, with its new AI and ML capabilities, is shaping up to be a powerful low-code development environment. #AIatPowerApps #LowCodeAI #softcorpremium

Announcing the General Availability of Remote Support for Azure Stack systems - Microsoft Community Hub

Microsoft has announced that remote support for all Azure Stack systems is now generally available. This new feature allows customers to grant Microsoft Support engineers temporary access to their on-premises edge devices in order to gather logs and resolve issues. Remote support eliminates the need for scheduling calls and gathering logs manually, improving the time to resolution. It is safe and secure, with Microsoft Support only able to run approved commands and all actions recorded for auditing purposes. Remote support is included in Azure subscriptions at no additional cost and is available for specific versions of Azure Stack Hub, Azure Stack Edge, and Azure Stack HCI. Documentation is available for those interested in learning more and getting started. #AzureStackSupport #RemoteSupport #softcorpremium