DevOps for Data Science
Download as pptx, pdf0 likes180 views
DevOps for Data Science
1 of 7
Download to read offline
Recommended
100 ways to use Yammer
100 ways to use YammerMicrosoft Tech Community The document provides 100 different ways that Yammer can be used within an organization. These include using Yammer to ask questions, share information and updates, coordinate meetings and events, get feedback, welcome new employees, plan trainings, and celebrate accomplishments. The broad range of suggestions show how Yammer can facilitate internal communication and collaboration across departments.
10 Yammer Group Suggestions
10 Yammer Group SuggestionsMicrosoft Tech Community This document provides suggestions for 10 core groups that could be created on a company's Yammer network: CEO Connection, Heritage, Diversity & Inclusion, Emerging Technologies, New Hires, Innovation, Social Groups, Department/Region/Offices, Safety Moments, and Parent Community. For each group, a sample description and potential uses are outlined to provide ideas for how the group could be utilized.
Removing Security Roadblocks to IoT Deployment Success
Removing Security Roadblocks to IoT Deployment SuccessMicrosoft Tech Community 1) The document discusses securing IoT devices and infrastructure through X.509 certificate-based identity and attestation, TLS-based encryption, and secure provisioning and management.
2) It describes securing the cloud infrastructure with Azure Security Center, Azure Active Directory, Key Vault, and policy-based access controls.
3) The document promotes building security into devices and infrastructure from the start through standards-based and custom secure hardware modules.
Building mobile apps with Visual Studio and Xamarin
Building mobile apps with Visual Studio and XamarinMicrosoft Tech Community Visual Studio and Xamarin enable developers to create native Android and iOS apps with world-class tools in a fast, familiar, and flexible way. Join this tour of how you can use your existing C# and .NET skills to create fully native apps on every platform.
Best practices with Microsoft Graph: Making your applications more performant...
Best practices with Microsoft Graph: Making your applications more performant...Microsoft Tech Community Learn how to take advantage of APIs, platform capabilities and intelligence from Microsoft Graph to make your app more performant, more resilient and more reliable
Interactive emails in Outlook with Adaptive Cards
Interactive emails in Outlook with Adaptive CardsMicrosoft Tech Community Build interactive emails for Outlook with Actionable Messages using Adaptive Cards. In this session, you will learn how to code a simple and great looking Actionable Message end-to-end.
Unlocking security insights with Microsoft Graph API
Unlocking security insights with Microsoft Graph APIMicrosoft Tech Community As organizations deploy additional security controls to combat today’s evolving threats, integration challenges often limit the return of investment. The new security API in the Microsoft Graph makes it easier for enterprise developers and ISVs to unlock insights from these solutions by unifying and standardizing alerts for easier integration and correlation, bringing together contextual data to inform investigations, and enabling automation for greater SecOps efficiency. We will walk through real world examples of applications that leverage the security API to help customers realize the full value of their security investments.
Break through the serverless barriers with Durable Functions
Break through the serverless barriers with Durable FunctionsMicrosoft Tech Community The document describes a simple workflow that calls an activity function called "SayHello" and passes the parameter "Amsterdam". The activity function returns the string "Hello Amsterdam!". The orchestrator function schedules the activity, waits for it to complete, collects the output, and returns it.
Multiplayer Server Scaling with Azure Container Instances
Multiplayer Server Scaling with Azure Container InstancesMicrosoft Tech Community The document describes the process of automatically scaling Azure Container Instances for a game server. It shows how ACIAutoScaler can monitor container usage and dynamically add or remove instances as needed to handle fluctuations in active sessions. When sessions drop below a threshold, ACISetState marks an instance for deletion. Once sessions stop on that instance, ACIGC deletes it to maintain optimal resource usage.
Explore Azure Cosmos DB
Explore Azure Cosmos DBMicrosoft Tech Community This document discusses NoSQL databases and Azure Cosmos DB. It notes that Cosmos DB supports key-value, column, document and graph data models. It guarantees high availability and throughput while offering customizable pricing based on throughput. Cosmos DB uses the Atom-Record-Sequence data model and provides SQL and table APIs to access and query data. The document provides an example of how 12 relational tables could be collapsed into 3 document collections in Cosmos DB.
Media Streaming Apps with Azure and Xamarin
Media Streaming Apps with Azure and XamarinMicrosoft Tech Community This document provides information about building streaming applications. It refers the reader to a website, aka.ms/build-streaming, that explains how to configure input and output bindings as well as triggers to develop streaming applications. The Twitter handle @codemillmatt is mentioned, suggesting this person may provide additional help or resources on the topic.
Real-World Solutions with PowerApps: Tips & tricks to manage your app complexity
Real-World Solutions with PowerApps: Tips & tricks to manage your app complexityMicrosoft Tech Community This document contains PowerApps code that filters a Projects table based on the current user's email and a text search, then sorts the results by City in either ascending or descending order depending on a SortDescending1 variable. It first filters and sorts using the current user email directly from the Office365Users.MyProfile function, then assigns that email to a variable currentUserEmail and uses that for the second filtering and sorting.
Azure Functions and Microsoft Graph
Azure Functions and Microsoft GraphMicrosoft Tech Community This document provides information about various Microsoft products and services including Office 365, Microsoft Graph, Azure, and more. It lists different applications and capabilities available through these services such as Outlook, OneDrive, Teams, SharePoint, Identity Management. It also provides details of several breakout sessions at a conference including titles, dates, start times and descriptions related to building apps using Microsoft services and platforms.
Ingestion in data pipelines with Managed Kafka Clusters in Azure HDInsight
Ingestion in data pipelines with Managed Kafka Clusters in Azure HDInsightMicrosoft Tech Community This document provides an overview of Apache Kafka on Azure HDInsight, including its key features such as 99.9% availability, support for various development tools, enterprise security features, integration with other Azure services, and examples of how it is used by customers for real-time analytics and streaming workloads. It also includes diagrams illustrating how Kafka works and call-outs about Kafka's scalability, fault tolerance, and pub-sub model.
Getting Started with Visual Studio Tools for AI
Getting Started with Visual Studio Tools for AIMicrosoft Tech Community The document describes the features and capabilities of Visual Studio Tools for AI, an AI developer tool for training models and integrating AI into applications. It can create deep learning projects with frameworks like TensorFlow and CNTK, debug and iterate quickly in Visual Studio. It is integrated with Azure Machine Learning for management of experiments and models, and can scale out training with Azure Batch AI. The tool allows monitoring of training, visualization with TensorBoard, and generation of code from trained models.
Using AML Python SDK
Using AML Python SDKMicrosoft Tech Community This document describes the key features of Azure ML Experimentation which allows users to conduct machine learning experiments by running distributed TensorFlow or CNTK training jobs, perform hyperparameter searches, capture run metrics and models, and compare runs through leaderboards. It also enables using popular IDEs, editors, notebooks and frameworks while running experiments on the cloud.
Mobile Workforce Location Tracking with Bing Maps
Mobile Workforce Location Tracking with Bing MapsMicrosoft Tech Community The document discusses Bing Maps and its features such as high performance rendering of data, developer friendliness with less code needed, and rich features aligned to developer feedback. It also provides information on Bing Maps APIs for routing, distance matrix calculations, isochrones, snapping points to roads, and an open source vehicle tracking solution. Coverage is listed for 60 countries and examples are given of using the APIs for routing optimization and delivery planning.
Cognitive Services Labs in action Anomaly detection
Cognitive Services Labs in action Anomaly detectionMicrosoft Tech Community This document discusses the importance of tracking key business metrics like revenue over time to monitor for patterns and anomalies that could impact business health. It also recommends that developers track service health by monitoring operational metrics of their services to identify anomalies or changes in patterns that may indicate issues.
Speech Devices SDK
Speech Devices SDKMicrosoft Tech Community The document discusses the Microsoft Speech Devices SDK which allows developers to integrate speech recognition and other Microsoft Speech services into hardware devices. The SDK works with various dev kits that have microphone arrays and handles wake word detection and communication with cloud-based speech services. It provides tools to customize the wake word and experience. The document outlines the process a developer would go through to evaluate, try out, and integrate the SDK and speech services into their own application and ambient device.
LinkedIn Learning presents: Securing web applications in ASP.NET Core 2.1
LinkedIn Learning presents: Securing web applications in ASP.NET Core 2.1Microsoft Tech Community LinkedIn Learning presents: Securing web applications in ASP.NET Core 2.1
Building document processes using Adobe + Microsoft
Building document processes using Adobe + MicrosoftMicrosoft Tech Community This document discusses Adobe's Document Cloud solutions and partnership with Microsoft. It highlights that Adobe and Microsoft provide world-class productivity solutions through CRM platforms, robust cloud infrastructure, and expansive ecosystems. It promotes using Adobe Document Cloud to digitize manual paper processes through desktop and mobile apps as well as APIs. Key solutions within Document Cloud mentioned are PDF, Acrobat, and Adobe Sign for electronic signatures.
Work with files everywhere: Store files, extend user experiences, and build b...
Work with files everywhere: Store files, extend user experiences, and build b...Microsoft Tech Community This document provides links to Microsoft Graph and Office Dev resources including the Graph Explorer, Drive and DriveItem documentation, the Microsoft 365 Developer Program dashboard, and forums for Microsoft Graph and SharePoint feature requests.
Office Add-in Design Toolkit
Office Add-in Design ToolkitMicrosoft Tech Community This document provides resources for developers and designers working with Microsoft products and interfaces. It lists several URLs for the Microsoft Fabric design system and toolkit, which contains interface elements, design patterns, and other tools to help understand, design, validate, build, and monitor experiences for Microsoft products and platforms. The document directs both developers and designers to resources for working with icons, design languages, components, and other interface elements on the Microsoft Developer and Fabric websites.
Interactive emails in Outlook with Adaptive Cards
Interactive emails in Outlook with Adaptive CardsMicrosoft Tech Community Adaptive cards provide rich formatting options through markdown support including bold, italics, strikeout, links, images, and more. They also allow grouping content into sections using elements like column sets and columns as well as capturing user input through form elements and triggering actions.
Real-World Solutions with PowerApps: ALM via Microsoft Flow & PowerShell
Real-World Solutions with PowerApps: ALM via Microsoft Flow & PowerShellMicrosoft Tech Community This document discusses how PowerShell cmdlets can be used to automate monitoring and management tasks in PowerApps and Microsoft Flow. For example, PowerShell allows administrators to monitor for high usage apps, monitor usage of specific connectors, and view Flow apps that have been created in the last number of days. A management template is also available.
Build five-star apps with App Center crash reports
Build five-star apps with App Center crash reportsMicrosoft Tech Community Microsoft App Center provides a platform for building, testing, and distributing mobile apps. It offers services for crash reporting, analytics, push notifications, and automated testing and deployments. Documentation is available on the App Center website and Microsoft Docs pages for setting up and using the App Center platform and SDKs.
Extending DevOps with serverless Logic Apps
Extending DevOps with serverless Logic AppsMicrosoft Tech Community This document provides an overview of serverless computing capabilities in Azure, including:
- Running complex integration scenarios easily with out-of-box connectors and scalable hosted functionality.
- Building "smart" integrations using machine learning/cognitive services APIs and platform functionality.
- Over 200 out-of-box connectors to SaaS, on-premises, protocols, B2B, and message manipulation.
The power is yours! Creating better insights through continuously monitoring ...
The power is yours! Creating better insights through continuously monitoring ...Microsoft Tech Community The power is yours! Creating better insights through continuously monitoring your apps.
More Related Content
More from Microsoft Tech Community (20)
Multiplayer Server Scaling with Azure Container Instances
Multiplayer Server Scaling with Azure Container InstancesMicrosoft Tech Community The document describes the process of automatically scaling Azure Container Instances for a game server. It shows how ACIAutoScaler can monitor container usage and dynamically add or remove instances as needed to handle fluctuations in active sessions. When sessions drop below a threshold, ACISetState marks an instance for deletion. Once sessions stop on that instance, ACIGC deletes it to maintain optimal resource usage.
Explore Azure Cosmos DB
Explore Azure Cosmos DBMicrosoft Tech Community This document discusses NoSQL databases and Azure Cosmos DB. It notes that Cosmos DB supports key-value, column, document and graph data models. It guarantees high availability and throughput while offering customizable pricing based on throughput. Cosmos DB uses the Atom-Record-Sequence data model and provides SQL and table APIs to access and query data. The document provides an example of how 12 relational tables could be collapsed into 3 document collections in Cosmos DB.
Media Streaming Apps with Azure and Xamarin
Media Streaming Apps with Azure and XamarinMicrosoft Tech Community This document provides information about building streaming applications. It refers the reader to a website, aka.ms/build-streaming, that explains how to configure input and output bindings as well as triggers to develop streaming applications. The Twitter handle @codemillmatt is mentioned, suggesting this person may provide additional help or resources on the topic.
Real-World Solutions with PowerApps: Tips & tricks to manage your app complexity
Real-World Solutions with PowerApps: Tips & tricks to manage your app complexityMicrosoft Tech Community This document contains PowerApps code that filters a Projects table based on the current user's email and a text search, then sorts the results by City in either ascending or descending order depending on a SortDescending1 variable. It first filters and sorts using the current user email directly from the Office365Users.MyProfile function, then assigns that email to a variable currentUserEmail and uses that for the second filtering and sorting.
Azure Functions and Microsoft Graph
Azure Functions and Microsoft GraphMicrosoft Tech Community This document provides information about various Microsoft products and services including Office 365, Microsoft Graph, Azure, and more. It lists different applications and capabilities available through these services such as Outlook, OneDrive, Teams, SharePoint, Identity Management. It also provides details of several breakout sessions at a conference including titles, dates, start times and descriptions related to building apps using Microsoft services and platforms.
Ingestion in data pipelines with Managed Kafka Clusters in Azure HDInsight
Ingestion in data pipelines with Managed Kafka Clusters in Azure HDInsightMicrosoft Tech Community This document provides an overview of Apache Kafka on Azure HDInsight, including its key features such as 99.9% availability, support for various development tools, enterprise security features, integration with other Azure services, and examples of how it is used by customers for real-time analytics and streaming workloads. It also includes diagrams illustrating how Kafka works and call-outs about Kafka's scalability, fault tolerance, and pub-sub model.
Getting Started with Visual Studio Tools for AI
Getting Started with Visual Studio Tools for AIMicrosoft Tech Community The document describes the features and capabilities of Visual Studio Tools for AI, an AI developer tool for training models and integrating AI into applications. It can create deep learning projects with frameworks like TensorFlow and CNTK, debug and iterate quickly in Visual Studio. It is integrated with Azure Machine Learning for management of experiments and models, and can scale out training with Azure Batch AI. The tool allows monitoring of training, visualization with TensorBoard, and generation of code from trained models.
Using AML Python SDK
Using AML Python SDKMicrosoft Tech Community This document describes the key features of Azure ML Experimentation which allows users to conduct machine learning experiments by running distributed TensorFlow or CNTK training jobs, perform hyperparameter searches, capture run metrics and models, and compare runs through leaderboards. It also enables using popular IDEs, editors, notebooks and frameworks while running experiments on the cloud.
Mobile Workforce Location Tracking with Bing Maps
Mobile Workforce Location Tracking with Bing MapsMicrosoft Tech Community The document discusses Bing Maps and its features such as high performance rendering of data, developer friendliness with less code needed, and rich features aligned to developer feedback. It also provides information on Bing Maps APIs for routing, distance matrix calculations, isochrones, snapping points to roads, and an open source vehicle tracking solution. Coverage is listed for 60 countries and examples are given of using the APIs for routing optimization and delivery planning.
Cognitive Services Labs in action Anomaly detection
Cognitive Services Labs in action Anomaly detectionMicrosoft Tech Community This document discusses the importance of tracking key business metrics like revenue over time to monitor for patterns and anomalies that could impact business health. It also recommends that developers track service health by monitoring operational metrics of their services to identify anomalies or changes in patterns that may indicate issues.
Speech Devices SDK
Speech Devices SDKMicrosoft Tech Community The document discusses the Microsoft Speech Devices SDK which allows developers to integrate speech recognition and other Microsoft Speech services into hardware devices. The SDK works with various dev kits that have microphone arrays and handles wake word detection and communication with cloud-based speech services. It provides tools to customize the wake word and experience. The document outlines the process a developer would go through to evaluate, try out, and integrate the SDK and speech services into their own application and ambient device.
LinkedIn Learning presents: Securing web applications in ASP.NET Core 2.1
LinkedIn Learning presents: Securing web applications in ASP.NET Core 2.1Microsoft Tech Community LinkedIn Learning presents: Securing web applications in ASP.NET Core 2.1
Building document processes using Adobe + Microsoft
Building document processes using Adobe + MicrosoftMicrosoft Tech Community This document discusses Adobe's Document Cloud solutions and partnership with Microsoft. It highlights that Adobe and Microsoft provide world-class productivity solutions through CRM platforms, robust cloud infrastructure, and expansive ecosystems. It promotes using Adobe Document Cloud to digitize manual paper processes through desktop and mobile apps as well as APIs. Key solutions within Document Cloud mentioned are PDF, Acrobat, and Adobe Sign for electronic signatures.
Work with files everywhere: Store files, extend user experiences, and build b...
Work with files everywhere: Store files, extend user experiences, and build b...Microsoft Tech Community This document provides links to Microsoft Graph and Office Dev resources including the Graph Explorer, Drive and DriveItem documentation, the Microsoft 365 Developer Program dashboard, and forums for Microsoft Graph and SharePoint feature requests.
Office Add-in Design Toolkit
Office Add-in Design ToolkitMicrosoft Tech Community This document provides resources for developers and designers working with Microsoft products and interfaces. It lists several URLs for the Microsoft Fabric design system and toolkit, which contains interface elements, design patterns, and other tools to help understand, design, validate, build, and monitor experiences for Microsoft products and platforms. The document directs both developers and designers to resources for working with icons, design languages, components, and other interface elements on the Microsoft Developer and Fabric websites.
Interactive emails in Outlook with Adaptive Cards
Interactive emails in Outlook with Adaptive CardsMicrosoft Tech Community Adaptive cards provide rich formatting options through markdown support including bold, italics, strikeout, links, images, and more. They also allow grouping content into sections using elements like column sets and columns as well as capturing user input through form elements and triggering actions.
Real-World Solutions with PowerApps: ALM via Microsoft Flow & PowerShell
Real-World Solutions with PowerApps: ALM via Microsoft Flow & PowerShellMicrosoft Tech Community This document discusses how PowerShell cmdlets can be used to automate monitoring and management tasks in PowerApps and Microsoft Flow. For example, PowerShell allows administrators to monitor for high usage apps, monitor usage of specific connectors, and view Flow apps that have been created in the last number of days. A management template is also available.
Build five-star apps with App Center crash reports
Build five-star apps with App Center crash reportsMicrosoft Tech Community Microsoft App Center provides a platform for building, testing, and distributing mobile apps. It offers services for crash reporting, analytics, push notifications, and automated testing and deployments. Documentation is available on the App Center website and Microsoft Docs pages for setting up and using the App Center platform and SDKs.
Extending DevOps with serverless Logic Apps
Extending DevOps with serverless Logic AppsMicrosoft Tech Community This document provides an overview of serverless computing capabilities in Azure, including:
- Running complex integration scenarios easily with out-of-box connectors and scalable hosted functionality.
- Building "smart" integrations using machine learning/cognitive services APIs and platform functionality.
- Over 200 out-of-box connectors to SaaS, on-premises, protocols, B2B, and message manipulation.
The power is yours! Creating better insights through continuously monitoring ...
The power is yours! Creating better insights through continuously monitoring ...Microsoft Tech Community The power is yours! Creating better insights through continuously monitoring your apps.
Real-World Solutions with PowerApps: Tips & tricks to manage your app complexity
Real-World Solutions with PowerApps: Tips & tricks to manage your app complexityMicrosoft Tech Community
Work with files everywhere: Store files, extend user experiences, and build b...
Work with files everywhere: Store files, extend user experiences, and build b...Microsoft Tech Community
The power is yours! Creating better insights through continuously monitoring ...
The power is yours! Creating better insights through continuously monitoring ...Microsoft Tech Community