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Offloading your Informix data in Spark, Part 5: Machine Learning will help you extrapolate future orders

Part 5 of this tutorial series teaches you how to add machine learning to your data to help you extrapolate future orders.


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IBM Datacap Desktop custom panels

User interaction with IBM Datacap can occur when physically scanning pages or when reviewing problems found while processing pages. Here, you can find the information to create your own panels to be used within an IBM Datacap application. Custom panels present alternative layouts and manipulation of fields and data.


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Cleansing, processing, and visualizing a data set, Part 1: Working with messy data

Discover common problems associated with cleansing data for validation and processing, with solutions for dealing with them. You'll also find a custom tool to make the process of cleansing data and merging data sets for analysis.


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Know which authentication methods to use for your hybrid cloud

The different options within IBM Cloud bear diverse requirements to the authentication of users. This article explains the various possibilities on how IBM Cloud users are managed and authenticated. We focus on developers, administrators, or operators that need to log in to the IBM Cloud platform to develop and maintain their applications. Applications that run on top of IBM Cloud can use any authentication method that is appropriate for the application’s purpose.


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Automate operational business decisions with Weather Data and Business Rules services on IBM Cloud, Part 2: Complete your sample weather cancellation service

In this second installment of a two-part tutorial on how to combine Weather Data and Business Rules IBM Cloud services to automate operational business decisions based on weather conditions, you will take a closer look at the decision operation created in Part 1, learn how to create simple business rules that use weather data and a rule flow that includes these rules, and deploy the decision operation to IBM Cloud. A Node-RED flow will orchestrate a call to the weather data, the Business Rules service, and take action based on the outcome executing business rules.


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QlikView integrated with Hortonworks Data Platform (HDP) running on IBM Power Systems

QlikView is a business intelligence tool that allows data to be discovered and visualized. QlikView supports Hadoop environments as a data source. Read this article for details about how QlikView was tested to integrate with and visualize data in Hortonworks Data Platform (HDP) on IBM POWER8.


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Tableau integrated with Hortonworks Data Platform (HDP) running on IBM Power Systems

Tableau is a business intelligence tool that allows data to be discovered and visualized. Tableau supports Hadoop environments as a data source. Read this article for details about how Tableau Desktop was tested to integrate with and visualize data in Hortonworks Data Platform (HDP) on IBM POWER8.


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vStorm Enterprise integrated with Hortonworks Data Platform (HDP) running on IBM Power Systems

Veristorm vStorm Enterprise makes data migration to Hadoop environments flexible, secure and easy. vStorm already supports data movement to Hadoop solutions running on Linux on IBM Power Systems. Read this article for details about how vStorm was tested to integrate with and move data specifically to Hortonworks Data Platform (HDP) on IBM POWER8.


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MicroStrategy integrated with Hortonworks Data Platform (HDP) running on IBM Power Systems

MicroStrategy is a business intelligence tool that allows data to be explored and visualized. MicroStrategy supports Hadoop environments as a data source. Read this article for details about how MicroStrategy Desktop was tested to integrate with and visualize data in Hortonworks Data Platform (HDP) on IBM POWER8.


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Authorize with a Cloudant proxy

It is sometimes useful to have more granular access controls on a database than the controls that are provided by Cloudant. In this tutorial, you learn how to create a Cloudant proxy that is under your control. Using such a proxy, you can implement the appropriate authorization model to the system.


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Make your websites smarter with Schema.org, Part 1: Introduction to the Schema.org information model

Schema.org is an initiative originally created by search engine companies and experts to support web publishers by describing the things that web pages are actually about. This series, in which I explain the Schema.org core information model, helps you expand your web developer skills and get a head start on advances in search engine platforms and personal assistants like Siri, Google Assistant, and Alexa.


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Make your websites smarter with Schema.org, Part 2: The Schema.org syntaxes

The second part of this four-part series shows you how to translate the abstract information model for data in your web pages into one of the three formats supported by Schema.org: RDFa, Microdata, and JSON-LD


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Think Big with Decision Composer on IBM Cloud

Learn step-by-step how to deploy a Decision Composer application to the Business Rules service and run it within Hadoop. Access IBM Cloud Lite free.


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IPsec tunnel configuration between IBM AIX and Microsoft Windows, Part 3: IKEv2 IPsec tunnels between AIX 6.1 or later versions and Windows 2012

Your article abstract goes here. Put the main points and key phrases at the beginning of the abstract, because it will be truncated in search results. Make your abstract enticing yet succinct. Aim for three to five sentences that express why the reader would care about the content (motive) and what he or she can gain from reading the content (benefits).


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Think Big with Decision Composer on IBM Cloud

Learn step-by-step how to deploy a Decision Composer application to the Business Rules service and run it within Hadoop. Access IBM Cloud Lite free.


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IPsec tunnel configuration between IBM AIX and Microsoft Windows, Part 2: IKEv1 IPsec tunnels between AIX 6.1 or later versions and Windows 2012

Your article abstract goes here. Put the main points and key phrases at the beginning of the abstract, because it will be truncated in search results. Make your abstract enticing yet succinct. Aim for three to five sentences that express why the reader would care about the content (motive) and what he or she can gain from reading the content (benefits).


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New and enhanced Guardium Outlier Detection

Learn how Guardium database monitoring is extended with enhanced security intelligenceknown as outlier detectionto detect potential threats based on relative changes in behavior. Use cases, configuration guidance, and operational considerations are covered.


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Resolving symbol information into meaningful function names in tprof

In scenerios where tprof utility fails to resolve the addresses of the symbols, instead reports the symbols in hexadecimal format. This makes perfomance analysis difficult, since the symbols would not have resolved into meaningful function names. This article explains the way in which users can translate the unresolved address in a tprof profile report to meaningful function address using gensyms and dbx commands.


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IPsec tunnel configuration between IBM AIX and Microsoft Windows, Part 1: Generating certificates in AIX and importing certificates to Windows for IKE IPsec tunnels

Your article abstract goes here. Put the main points and key phrases at the beginning of the abstract, because it will be truncated in search results. Make your abstract enticing yet succinct. Aim for three to five sentences that express why the reader would care about the content (motive) and what he or she can gain from reading the content (benefits).


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Build your first social media dashboard in minutes with Node-RED and Db2 for i

This article explains how to use IBM Db2 for i within a Node-RED flow to rapidly build a solution or prototype on IBM i. In the example illustrated in this article, we build a social media dashboard using 5733OPS Node.js, a Db2 for i node with IBM Watson, dashboard, and Twitter nodes.


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Build a cognitive alert system for your IT operations

Learn how to integrate IT service management with AI services on an IoT device. You'll build a cognitive alert system for your IT operations.


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JUMP Session demo

The new and improved Connections Cloud Catalog is the first step toward building an “app store” in the Pink world of Connections. This new Catalog, accessible from within Connections, helps customers find out about and easily integrate 3rd party apps into Connections Cloud and in the future, the private cloud. This short video shows you what it looks like, how to use it, and how to deploy it.


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Performance improvement using IBM AIX flash cache

This article demonstrates how performance with IBM AIX flash can drastically improve read requests from a storage subsystem by running performance benchmark tests. The test team experimented using different performance benchmarks and measured the performance data to demonstrate the variation with and without AIX flash cache.


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Using data science to manage a software project in a GitHub organization, Part 1: Create a data science project from scratch

In this two-part series, I explain how to find project management insights from a GitHub organization and how to create and publish tools to the Python Package Index.


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Establish an information governance policy framework in InfoSphere Information Governance Catalog

With the substantial growth in data volume, velocity, and variety comes a corresponding need to govern and manage the risk, quality, and cost of that data and provide higher confidence for its use. This is the domain of information governance, but it is a domain that many people struggle with in how to get started. This article provides a starting framework for information governance built around IBM InfoSphere Information Governance Catalog.


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Develop an IBM i2 Analyze data access on-demand connector

IBM i2 Analyze is an extensible, scalable, and service-oriented analytical environment that is designed to provide organizations with access to intelligence when and where they need it, so they can make faster and more informed decisions.


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Think your apps are secure in the cloud?

The cloud is not secure. Developers know through experience that software and servers get hacked thanks to bad code and insecure Internet connections to remote servers and data centers. You can compare using the cloud to having valuables that are locked up in a suitcase in a parking lot. By nature, both are susceptible to attacks. In this article, we explain the reasons why the cloud is not secure, but we also examine ways to mitigate any insecurities by illustrating some Django examples through the inception of BugHeist.


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Top 10 reasons to make IBM Cloud your platform of choice

In this Top 10 List, Carl Osipov shares his views on why developers will want to choose IBM Cloud as their cloud platform of choice.


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Reader and editor picks! Top Connect series content

Connecting to the cloud was big in 2016 for IBM middleware users and continues to be in 2017 as more environments move to the cloud. Learn which Connect series articles our readers and editor chose as their favorites from the developerWorks library.


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Editor's picks: Top five WebSphere Liberty tutorials

If there is one thing that IBM WebSphere Liberty gives you, it's the freedom, and flexibility, to dynamically create applications both on-premises and in the cloud. This article highlights the top five tutorials in developerWorks for WebSphere Liberty.


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Use Clojure to write OpenWhisk actions, Part 3: Improve your OpenWhisk Clojure applications

In the previous two tutorials, you learned how to write a basic OpenWhisk Clojure application. In Part 3, I'll show you how to improve any such application. First, you'll learn how to support arguments that include double quotes. Then you'll learn how to use a permanent database (Cloudant) instead of a variable to store the information.


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The top ten security articles you need to read

In this article, I write about great resources that you should keep in your arsenal. I tried to get something for everyone, so whether you're a developer, an administrator, or even just someone who's interested in how security vulnerabilities occur and what can be done about it, this list covers all of this and more.


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Manage account approval in an OpenWhisk application

This tutorial shows you how to write an application that allows users to self register, and then have their accounts approved or declined by an administrator.


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Offloading your Informix data in Spark, Part 4: Leverage data against other data sources

In Part 4 of this tutorial series, you'll learn how to link external and public data to your existing data to gain insights for your sales team. In this scenario for retail sales, you'll learn how to forecast the hot sales areas for new wins.


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Top 10 editor's picks for IBM Business Process Manager

See top 10 editor's picks of IBM Business Process Manager content published on developerWorks, updated to include some of the best tutorials published in the past year.


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Top 10 editor's picks for IBM Operational Decision Manager

See top 10 editor's picks of IBM Operational Decision Manager content published on developerWorks, updated to include some of the best tutorials published in the past year.


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IBM RFE Community, Release 21

Find out what's new in the RFE Community. With Release 21, the RFE Community provides new features that keep you up to date on the requests you're watching and are interested in.


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DevOps with controls

You can have it all: quicker releases and security. In this article, learn about a discovery-focused, event-driven automation approach for controls to keep your organization safe in the cloud.


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Share your ideas

What code samples do you want to see in the IBM Developer Sandbox?


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Intro to IBM Bluemix Continuous Delivery, Part 2: Deploy an app that uses a Bluemix service

In this introductory series on Bluemix and Bluemix Continuous Delivery, you'll discover how using these products can prevent you from wasting time. Using the simple app created in Part 1, learn how to deploy an app that makes use of a Bluemix service in Part 2. Continue to Part 3, where you learn how to write code that uses the new Bluemix service. In Part 4, learn how to use the Delivery Pipeline service to deploy your app to Bluemix automatically whenever you or someone else on your team pushes code to your project's repository.


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How WebSphere Application Server V8.x handles poison messages

This article describes how IBM WebSphere Application Server Version 8.x handles poison JMS messages, looks at the behaviour of both the default messaging provider and the IBM WebSphere MQ messaging provider, and provides information on how the default behaviour can be changed.


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Enabling parallel Linux operating system deployment over a network on IBM PowerVM

This article explains how you can perform or enable parallel Linux OS installation on IBM PowerVM logical partitions.


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Send SMF data directly to the IBM Db2 Analytics Accelerator

If you are already using IBM Db2 Analytics Accelerator and Tivoli Decision Support for z/OS (TDSz), you can now directly load data to Db2 Analytics Accelerator with the TDSz schema, without storing data in Db2 tables. With this feature, you can save CPU and space on expensive storage and also store and query data over a longer period at a more detailed level. This tutorial shows you how.


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Offloading your Informix data in Spark, Part 3: Complex analysis

The third part of this tutorial series goes deeper into joins and more complex queries. Learn how to get data from your Informix database and dump it in Spark so you can leverage it against other data sources and compile advanced analytics all that in Java. The targeted audience is Informix and non-Informix users seeking to bring RDBMS data into Spark.


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Automate operational business decisions with Weather Data and Business Rules services on IBM Cloud, Part 1: Get started with a sample weather cancellation service

Businesses can make IT operations smarter by reacting to weather events and automating operational decisions that factor in weather data. This article describes the steps to combine services to automate decisions that consider weather data by running business rules. The business decisions could result in actions such as sending notifications, adjusting prices, generating promotions, triggering IoT devices, or initiating business processes.


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Use Clojure to write OpenWhisk actions, Part 2: Connect your Clojure OpenWhisk actions into useful sequences

In this tutorial, the second in a series of three, you learn how to combine Clojure OpenWhisk actions into sequences that actually receive a request from the browser, process it, and return a usable result.


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Offloading your Informix data in Spark, Part 1: Collecting the data

Learn how to get data from your Informix database and dump it in Spark so you can leverage it against other data sources and compile advanced analytics all that in Java. The targeted audience is Informix and non-Informix users seeking to bring RDBMS data into Spark.


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A deep dive into the new software-defined converged infrastructure for SAS Foundation mixed workloads

This article describes the details behind the new software-defined converged infrastructure for deploying SAS Foundation Mixed Analytics workloads using IBM Elastic Storage Server (ESS), IBM Spectrum Scale, IBM POWER8, and Mellanox networking technology. This article documents detailed test configurations, test scenarios, performance results, and tuning options for the converged infrastructure. This article provides a methodology to tune each component in the infrastructure horizontally, as well as tuning the solution vertically, which allowed the optimal performance to be achieved.


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Find out what's new for federation in Big SQL V4.X

Since my last tutorial on the subject appeared, some improvements have been made in terms of simplifying the setup process of the federation feature in Big SQL and adding support for new data sources or newer versions. This tutorial will take you through the incremental changes to the simplified configuration in the different versions of Big SQL V4 up to V4.2.4. It will also touch briefly on the more advanced topic of performance.


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Monitor mobile devices with the Geospatial Analytics service

Obtain, run, and extend a Node.js starter application that uses the IBM Cloud Geospatial Analytics service. With the Geospatial Analytics service, you can monitor moving devices from the Internet of Things. The service analyzes a device message stream from MQTT and tracks device locations in real time with respect to one or more geographic regions.


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