Cortana Intelligence Suite Workshop

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Presentation transcript:

Cortana Intelligence Suite Workshop

Agenda Topic Duration (Min) Time Cortana Intelligence Suite Keynote & Overview of Labs 60 9:00 AM - 10:00 AM Exercise 1: Building a Machine Learning Model 90 10:10 AM - 11:40 AM Exercise 2: Develop Azure Data Factory Pipeline 20 11:50 AM - 12:10 PM Exercise 3: Develop Data Factory Pipeline for Data Movement 12:20 PM - 12:40 PM Exercise 4: Operationalize ML Scoring with Azure ML and Data Factory 12:50 PM - 1:10 PM Exercise 5: Summarize Data Using HDInsight Spark 1:20 PM - 2:20 PM Exercise 6: Visualizing in Power BI 30 2:30 PM - 3:00 PM Exercise 7: Deploy Intelligence Web App 3:00 PM - 3:20 PM Exercise 8: Cleanup of Azure resources 10 3:20 PM - 3:30 PM

Business is being transformed by three trends Intelligence Big Data Cloud

The future of analytics Software Services Intelligence Build 2015 4/23/2018 7:03 AM The future of analytics Hardware Software Data © 2014 Microsoft Corporation. All rights reserved. MICROSOFT MAKES NO WARRANTIES, EXPRESS, IMPLIED OR STATUTORY, AS TO THE INFORMATION IN THIS PRESENTATION.

Advanced Analytics Traditional BI Advanced analytics VALUE DIFFICULTY How can we make it happen? Prescriptive analytics What will happen? OPTIMIZATION Predictive analytics FORESIGHT Why did it happen? VALUE Diagnostic analytics INSIGHT What happened? Descriptive analytics HINDSIGHT INFORMATION Traditional BI Advanced analytics DIFFICULTY Source: Gartner

Here are some examples of how our customers are staying ahead Improving visibility and making accurate predictions with remote monitoring Getting the right products to the right places with inventory management Offering customers exactly what they want, when they want it, with personalization Fixing problems proactively before they start with predictive maintenance Exploring new business opportunities with data-driven services

Cortana Intelligence Suite 4/23/2018 7:03 AM Cortana Intelligence Suite Business apps People Custom apps Apps Sensors and devices Cortana Intelligence Automated systems Data Intelligence Action © 2014 Microsoft Corporation. All rights reserved. MICROSOFT MAKES NO WARRANTIES, EXPRESS, IMPLIED OR STATUTORY, AS TO THE INFORMATION IN THIS PRESENTATION.

Transform data into intelligent action Information Management Big Data Stores Machine Learning and Analytics Intelligence People Data Sources Machine Learning Cognitive Services Data Factory Data Lake Store SQL Data Warehouse Data Lake Analytics Bot Framework Apps Web Mobile Bots Data Catalog Apps HDInsight (Hadoop and Spark) Event Hubs Cortana Dashboards & Visualizations Sensors and devices Stream Analytics Automated Systems Power BI Data Data Intelligence Action

Information Management Build 2015 4/23/2018 7:03 AM Information Management Data Sources Apps Sensors and devices Data Information Management Event Hubs Data Catalog Data Factory © 2014 Microsoft Corporation. All rights reserved. MICROSOFT MAKES NO WARRANTIES, EXPRESS, IMPLIED OR STATUTORY, AS TO THE INFORMATION IN THIS PRESENTATION.

Compose and orchestrate data services at scale 4/23/2018 7:03 AM Compose and orchestrate data services at scale SQL DATA SOURCES { } PREPARE TRANSFORM & ANALYZE PUBLISH SQL DATA CONSUMPTION INGEST <> Information Management Data Factory Data Catalog Event Hubs Create, schedule, orchestrate, and manage data pipelines Visualize data lineage Connect to on-premises and cloud data sources Monitor data pipeline health Automate cloud resource management Move relational data for Hadoop processing Transform with Hive, Pig, or custom code © 2014 Microsoft Corporation. All rights reserved. MICROSOFT MAKES NO WARRANTIES, EXPRESS, IMPLIED OR STATUTORY, AS TO THE INFORMATION IN THIS PRESENTATION.

Get more value from your enterprise data assets 4/23/2018 7:03 AM Get more value from your enterprise data assets Information Management Data Factory Data Catalog Event Hubs Spend less time looking for data, and more time getting value from it Register enterprise data sources, discover data assets and unlock their potential, and capture tribal knowledge to make data understandable Bridge the gap between IT and the business, allowing everyone to contribute their insights, tags, and descriptions Intuitive search and filtering to understand the data sources and their purpose Let your data live where you want; connect using tools you choose Integrate into existing tools and processes with open REST APIs © 2014 Microsoft Corporation. All rights reserved. MICROSOFT MAKES NO WARRANTIES, EXPRESS, IMPLIED OR STATUTORY, AS TO THE INFORMATION IN THIS PRESENTATION.

Ingest events from websites, apps and devices at cloud scale 4/23/2018 7:03 AM Ingest events from websites, apps and devices at cloud scale Information Management Data sources SQL Database Machine Learning Data Factory Azure API Management Backend Services Apps Storage Data Catalog HDInsight Sensors and devices Event Hubs Event Hubs Stream Analytics Power BI Data Log millions of events per second in near real time Connect devices using flexible authorization and throttling Use time-based event buffering Get a managed service with elastic scale Get a managed service with elastic scale Reach a broad set of platforms using native client libraries Pluggable adapters for other cloud services © 2014 Microsoft Corporation. All rights reserved. MICROSOFT MAKES NO WARRANTIES, EXPRESS, IMPLIED OR STATUTORY, AS TO THE INFORMATION IN THIS PRESENTATION.

Information Management Build 2015 4/23/2018 7:03 AM Big Data Stores Big Data Stores SQL Data Warehouse Data Lake Store Data Sources Apps Sensors and devices Data Information Management Event Hubs Data Catalog Data Factory © 2014 Microsoft Corporation. All rights reserved. MICROSOFT MAKES NO WARRANTIES, EXPRESS, IMPLIED OR STATUTORY, AS TO THE INFORMATION IN THIS PRESENTATION.

A hyper-scale repository for big data analytics workloads 4/23/2018 7:03 AM A hyper-scale repository for big data analytics workloads Big Data Stores SQL Data Warehouse Data Lake Store Devices Social ADL Store ADL Analytics HDInsight LOB Applications Video R Web Sensors Spark Relational Clickstream Machine Learning A Hadoop Distributed File System for the cloud No fixed limits on file size No fixed limits on account size Unstructured and structured data in their native format Massive throughput to increase analytic performance High durability, availability, and reliability Azure Active Directory access control © 2014 Microsoft Corporation. All rights reserved. MICROSOFT MAKES NO WARRANTIES, EXPRESS, IMPLIED OR STATUTORY, AS TO THE INFORMATION IN THIS PRESENTATION.

Elastic data warehouse as a service with enterprise-class features 4/23/2018 7:03 AM Elastic data warehouse as a service with enterprise-class features Big Data Stores SQL Data Warehouse Data Lake Store Power BI Hadoop SQL Database App Service SQL Data Warehouse Intelligent App Machine Learning Petabyte scale with massively parallel processing Independent scaling of compute and storage—in seconds Transact-SQL queries across relational and non-relational data Full enterprise-class SQL Server experience Works seamlessly with Power BI, Machine Learning, HDInsight, and Data Factory © 2014 Microsoft Corporation. All rights reserved. MICROSOFT MAKES NO WARRANTIES, EXPRESS, IMPLIED OR STATUTORY, AS TO THE INFORMATION IN THIS PRESENTATION.

Machine Learning and Analytics Build 2015 4/23/2018 7:03 AM Machine Learning and Analytics Big Data Stores SQL Data Warehouse Data Lake Store Data Sources Apps Sensors and devices Data Intelligence Information Management Event Hubs Data Catalog Data Factory Machine Learning and Analytics HDInsight (Hadoop and Spark) Stream Analytics Data Lake Analytics Machine Learning © 2014 Microsoft Corporation. All rights reserved. MICROSOFT MAKES NO WARRANTIES, EXPRESS, IMPLIED OR STATUTORY, AS TO THE INFORMATION IN THIS PRESENTATION.

Easily build, deploy, and share predictive analytics solutions 4/23/2018 7:03 AM Easily build, deploy, and share predictive analytics solutions Machine Learning and Analytics HDInsight (Hadoop and Spark) Stream Analytics Data Lake Analytics Machine Learning Simple, scalable, cutting edge. A fully managed cloud service that enables you to easily build, deploy, and share predictive analytics solutions. Deploy in minutes. Azure Machine Learning means business. You can deploy your model into production as a web service that can be called from any device, anywhere and that can use any data source. Publish, share, monetize. Share your solution with the world in the Gallery or on the Azure Marketplace. © 2014 Microsoft Corporation. All rights reserved. MICROSOFT MAKES NO WARRANTIES, EXPRESS, IMPLIED OR STATUTORY, AS TO THE INFORMATION IN THIS PRESENTATION.

Big data analytics made easy 4/23/2018 7:03 AM Big data analytics made easy Data Lake Analytics Machine Learning and Analytics HDInsight (Hadoop and Spark) Stream Analytics Data Lake Analytics Machine Learning SQL DW SQL DB Data Lake Store Storage Blobs SQL DB in a VM Analyze data of any kind and size Develop faster, debug and optimize smarter Interactively explore patterns in your data No learning curve—use U-SQL, Spark, Hive, HBase and Storm Managed and supported with an enterprise-grade SLA Dynamically scales to match your business priorities Enterprise-grade security with Azure Active Directory Built on YARN, designed for the cloud © 2014 Microsoft Corporation. All rights reserved. MICROSOFT MAKES NO WARRANTIES, EXPRESS, IMPLIED OR STATUTORY, AS TO THE INFORMATION IN THIS PRESENTATION.

Comprehensive set of managed Apache big data projects 4/23/2018 7:03 AM Comprehensive set of managed Apache big data projects Machine Learning and Analytics HDInsight (Hadoop and Spark) Stream Analytics Data Lake Analytics Machine Learning Batch Map Reduce Script Pig SQL Hive NoSQL HBase Streaming Storm In-Memory Spark Core Engine Scale to petabytes on demand Process unstructured and semi-structured data Develop in Java, .NET, and more Skip buying and maintaining hardware Deploy in Windows or Linux Spin up an Apache Hadoop cluster in minutes Visualize your Hadoop data in Excel Easily integrate on-premises Hadoop clusters © 2014 Microsoft Corporation. All rights reserved. MICROSOFT MAKES NO WARRANTIES, EXPRESS, IMPLIED OR STATUTORY, AS TO THE INFORMATION IN THIS PRESENTATION.

Real-time stream processing in the cloud Machine Learning and Analytics HDInsight (Hadoop and Spark) Stream Analytics Data Lake Analytics Machine Learning SQL Database Blob Storage Event Hubs Event Hubs Stream Analytics Table Storage Power BI Blob Storage Perform real-time analytics for your Internet of Things solutions Stream millions of events per second Get mission-critical reliability and performance with predictable results Create real-time dashboards and alerts over data from devices and applications Correlate across multiple streams of data Use familiar SQL-based language for rapid development © 2014 Microsoft Corporation. All rights reserved. MICROSOFT MAKES NO WARRANTIES, EXPRESS, IMPLIED OR STATUTORY, AS TO THE INFORMATION IN THIS PRESENTATION.

Intelligence Data Intelligence Big Data Stores Information Management Build 2015 4/23/2018 7:03 AM Intelligence Intelligence Cortana Bot Framework Cognitive Services Big Data Stores SQL Data Warehouse Data Lake Store Data Sources Apps Sensors and devices Data Information Management Event Hubs Data Catalog Data Factory Machine Learning and Analytics HDInsight (Hadoop and Spark) Stream Analytics Data Lake Analytics Machine Learning © 2014 Microsoft Corporation. All rights reserved. MICROSOFT MAKES NO WARRANTIES, EXPRESS, IMPLIED OR STATUTORY, AS TO THE INFORMATION IN THIS PRESENTATION.

Build applications that understand people 4/23/2018 7:03 AM Build applications that understand people Intelligence Vision Speech Language Knowledge Search Cognitive Services Computer Vision Speaker Recognition Text Analytics Academic Knowledge Bing Search API Bot Framework Face Speech Bing Speller Entity Linking Service Bing Image Search API Cortana Emotion CRIS Web Language Model Knowledge Exploration Service Bing Video Search API Video Linguistic Analysis Recommendations Bing News Search API Language Understanding Intelligent Service Bing Auto Suggest API Faces, images, emotion recognition and video intelligence Spoken language processing, speaker recognition, custom speech recognition Natural language processing, sentiment and topics analysis, spelling errors Complex tasks processing, knowledge exploration, intelligent recommendations Bing engine capabilities for Web, Autosuggest, Image, Video and News © 2014 Microsoft Corporation. All rights reserved. MICROSOFT MAKES NO WARRANTIES, EXPRESS, IMPLIED OR STATUTORY, AS TO THE INFORMATION IN THIS PRESENTATION.

Your bots – wherever your users converse 4/23/2018 7:03 AM Your bots – wherever your users converse Intelligence Cognitive Services Bot Framework Cortana Bot Connector Service: A service to register your bot, configure channels and publish to the Bot Directory. Connect your bot(s) seamlessly to text/sms, Office 365 mail, Skype, Slack, Twitter, and more. Bot Builder SDK: An open source SDK hosted on GitHub. Everything you need to build great dialogs within your Node.js or C# bot Bot Directory: A public directory of bots registered through the Bot Connector Service. Discover, try, and add bots to conversation experiences © 2014 Microsoft Corporation. All rights reserved. MICROSOFT MAKES NO WARRANTIES, EXPRESS, IMPLIED OR STATUTORY, AS TO THE INFORMATION IN THIS PRESENTATION.

Get things done in more helpful, proactive and natural ways 4/23/2018 7:03 AM Get things done in more helpful, proactive and natural ways Here are some of the things I can help you with… Cortana for Consumers (today) With the Cortana Intelligence Suite Answers Public reference data answers – “How far is it from Los Angeles to San Francisco?” Answers from organizational data in Power BI “What were our biggest deals that closed last month?” Predictions Event predictions – “Who do you think is going to win the Germany Italy game?” Integration with prediction solutions “Which of our customers are most likely to churn in the next quarter?” Monitoring & Alerts Flight status, traffic conditions, changes in weather, … Monitoring KPIs and preemptive alerting “Alert me if this customer ever has a 90% chance of churn in the next 30 days” Task Completion Setting reminders, scheduling meetings, getting directions, … Line of business process integration Assistance with expense report submission on-time within policy Intelligence Cognitive Services Bot Framework Cortana © 2014 Microsoft Corporation. All rights reserved. MICROSOFT MAKES NO WARRANTIES, EXPRESS, IMPLIED OR STATUTORY, AS TO THE INFORMATION IN THIS PRESENTATION.

Dashboards & Visualizations 4/23/2018 7:03 AM Dashboards & Visualizations Intelligence Information Management Big Data Stores Machine Learning and Analytics Cortana Event Hubs HDInsight (Hadoop and Spark) Stream Analytics Data Bot Framework SQL Data Warehouse Data Catalog Data Lake Analytics Data Factory Machine Learning Data Lake Store Cognitive Services Data Sources Apps Sensors and devices Dashboards & Visualizations Power BI © 2014 Microsoft Corporation. All rights reserved. MICROSOFT MAKES NO WARRANTIES, EXPRESS, IMPLIED OR STATUTORY, AS TO THE INFORMATION IN THIS PRESENTATION.

Keep a pulse on your business with live, interactive dashboards 4/23/2018 7:03 AM Keep a pulse on your business with live, interactive dashboards Stream Analytics Event Hubs Power BI Machine Learning Power BI Storage Dashboards & Visualizations Power BI SQL database Power BI HDInsight Analytics for everyone, even non-data experts Your whole business on one dashboard Create stunning, interactive reports Drive consistent analysis across your organization Embed visuals in your applications Get real-time alerts when things change © 2014 Microsoft Corporation. All rights reserved. MICROSOFT MAKES NO WARRANTIES, EXPRESS, IMPLIED OR STATUTORY, AS TO THE INFORMATION IN THIS PRESENTATION.

Transform data into intelligent action Information Management Big Data Stores Machine Learning and Analytics Intelligence People Data Sources Machine Learning Cognitive Services Data Factory Data Lake Store SQL Data Warehouse Data Lake Analytics Bot Framework Apps Web Mobile Bots Data Catalog Apps HDInsight (Hadoop and Spark) Event Hubs Cortana Dashboards & Visualizations Sensors and devices Stream Analytics Automated Systems Power BI Data Data Intelligence Action

Lab Architecture

Azure Data Factory Concepts

Azure Data Factory Concepts

© 2016 Microsoft Corporation. All rights reserved.