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| <!DOCTYPE html> | ||
| <html lang="en"> | ||
| <head> | ||
| <meta charset="utf-8"> | ||
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| <title>Untitled :: Solution Patterns for Cloud Native Architectures</title> | ||
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| <a class="navbar-item" href="#">Adopt Change Data Capture for <br/>stack modernization</a> | ||
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| <div class="body"> | ||
| <div class="nav-container" data-component="solution-pattern-sentiment-analysis" data-version="master"> | ||
| <aside class="nav"> | ||
| <div class="panels"> | ||
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| <h3 class="title"><a href="index.html" class=" query-params-link">Sentiment Analysis</a></h3> | ||
| <ul class="nav-list"> | ||
| <li class="nav-item" data-depth="0"> | ||
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| <li class="nav-item" data-depth="1"> | ||
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| <a class="nav-link" href="index.html">1. Home page</a> | ||
| <ul class="nav-list"> | ||
| <li class="nav-item" data-depth="2"> | ||
| <a class="nav-link" href="index.html#use-cases">1.1 Use cases</a> | ||
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| <li class="nav-item" data-depth="2"> | ||
| <a class="nav-link" href="01-pattern.html#_the_story_behind_this_solution_pattern">1.2 The story behind this solution pattern</a> | ||
| </li> | ||
| <li class="nav-item" data-depth="2"> | ||
| <a class="nav-link" href="01-pattern.html#_the_solution">1.3 The solution</a> | ||
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| <a class="nav-link" href="index.html#_content_overview">1.4 Content Overview</a> | ||
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| <li class="nav-item" data-depth="2"> | ||
| <a class="nav-link" href="index.html#_content_overview">1.5 Explore more solution patterns</a> | ||
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| <a class="nav-link" href="02-architecture.html#tech_stack">2.1. Technology stack</a> | ||
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| <li class="nav-item" data-depth="2"> | ||
| <a class="nav-link" href="02-architecture.html#in_depth">2.2. An in-depth look at the solution’s architecture</a> | ||
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| <li class="nav-item" data-depth="2"> | ||
| <a class="nav-link" href="02-architecture.html#tech_stack">2.3. More about the technology stack</a> | ||
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| <a class="nav-link" href="03-demo.html">3. See the Solution in Action</a> | ||
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| <a class="nav-link" href="03-demo.html#_run_the_demonstration">3.2. Run this demonstration</a> | ||
| <ul class="nav-list"> | ||
| <li class="nav-item" data-depth="3"> | ||
| <a class="nav-link" href="03-demo.html#_before_getting_started">3.3. Pre-requisites</a> | ||
| </li> | ||
| <li class="nav-item" data-depth="3"> | ||
| <a class="nav-link" href="03-demo.html#_installing_the_demo">3.4. Installing the demo</a> | ||
| </li> | ||
| <li class="nav-item" data-depth="3"> | ||
| <a class="nav-link" href="03-demo.html#_walkthrough_guide">3.5. Walkthrough guide</a> | ||
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| </ul> | ||
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| <li class="nav-item" data-depth="0"> | ||
| <ul class="nav-list"> | ||
| <li class="nav-item" data-depth="1"> | ||
| <a class="nav-link" href="https://redhat-solution-patterns.github.io/">4. Other Red Hat Solution Patterns</a> | ||
| </li> | ||
| </ul> | ||
| </li> | ||
| </ul> | ||
| </nav> | ||
| </div> | ||
| <div class="nav-panel-explore" data-panel="explore"> | ||
| <div class="context"> | ||
| <span class="title">Sentiment Analysis</span> | ||
| <span class="version">master</span> | ||
| </div> | ||
| <ul class="components"> | ||
| <li class="component is-current"> | ||
| <span class="title">Sentiment Analysis</span> | ||
| <ul class="versions"> | ||
| <li class="version is-current"> | ||
| <a href="index.html">master</a> | ||
| </li> | ||
| </ul> | ||
| </li> | ||
| </ul> | ||
| </div> | ||
| </div> | ||
| </aside> | ||
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| <button class="nav-toggle"></button> | ||
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| <div class="edit-this-page"><a href="https://github.com/redhat-solution-patterns/solution-pattern-sentiment-analysis/edit/main/documentation/modules/ROOT/pages/singlepage.adoc">Edit this Page</a></div> | ||
| </div> | ||
| <div class="content"> | ||
| <article class="doc"> | ||
| <div id="toc" class="toc"> | ||
| <div id="toctitle">Table of Contents</div> | ||
| <ul class="sectlevel1"> | ||
| <li><a href="#_use_case">Use case:</a></li> | ||
| <li><a href="#_background">Background:</a></li> | ||
| <li><a href="#_solution_overview">Solution Overview</a> | ||
| <ul class="sectlevel2"> | ||
| <li><a href="#_business_driver_for_intelligent_event_driven_applications">Business driver for Intelligent, Event Driven applications</a></li> | ||
| </ul> | ||
| </li> | ||
| <li><a href="#_logical_diagram">Logical diagram</a></li> | ||
| <li><a href="#_the_technology">The technology</a></li> | ||
| </ul> | ||
| </div> | ||
| <div class="sect1"> | ||
| <h2 id="_use_case"><a class="anchor" href="#_use_case"></a>Use case:</h2> | ||
| <div class="sectionbody"> | ||
| <div class="paragraph"> | ||
| <p>Building an intelligent application to moderate customer reviews and perform sentiment analysis to gain deeper insights of retail customers</p> | ||
| </div> | ||
| <div class="paragraph"> | ||
| <p>Other use cases that can be address with this architecture are:</p> | ||
| </div> | ||
| <div class="ulist"> | ||
| <ul> | ||
| <li> | ||
| <p>Machine Learning and Real-Time Analytics to build business intelligence</p> | ||
| </li> | ||
| <li> | ||
| <p>Fraud Detection in financial institutions</p> | ||
| </li> | ||
| <li> | ||
| <p>Personalized Recommendations</p> | ||
| </li> | ||
| <li> | ||
| <p>Forecasting demand</p> | ||
| </li> | ||
| <li> | ||
| <p>Image and Video Analysis for object detection, monitoring, face recognition</p> | ||
| </li> | ||
| </ul> | ||
| </div> | ||
| </div> | ||
| </div> | ||
| <div class="sect1"> | ||
| <h2 id="_background"><a class="anchor" href="#_background"></a>Background:</h2> | ||
| <div class="sectionbody"> | ||
| <div class="paragraph"> | ||
| <p>In today’s fast-paced digital landscape, businesses are collecting vast amounts of data through their customer interactions, product sales, SEO clicks, and more. However, the true value of this data lies in its ability to fuel informed decision-making and drive business intelligence. By leveraging advanced analytics and the capabilities of an AIML engine, organizations can now unlock the true potential of their data and transform it into a valuable asset for business intelligence.</p> | ||
| </div> | ||
| <div class="paragraph"> | ||
| <p>A distributed streaming platform which can respond to real-time events is crucial for real-time AI/ML applications that require immediate insights and decision-making. While this solution focuses on Retail Customers, the same architecture is applicable to all industries where businesses can make (close to) real-time decisions with confidence and add value to their organization and customers.</p> | ||
| </div> | ||
| </div> | ||
| </div> | ||
| <div class="sect1"> | ||
| <h2 id="_solution_overview"><a class="anchor" href="#_solution_overview"></a>Solution Overview</h2> | ||
| <div class="sectionbody"> | ||
| <div class="paragraph"> | ||
| <p>This architecture demonstrates how an Event-Driven Architecture with Red Hat AMQ Streams and OpenShift Serverless can help build an intelligent system with OpenShift Data Science platform to drive business insights and drive an event-driven workflow.</p> | ||
| </div> | ||
| <div class="sect2"> | ||
| <h3 id="_business_driver_for_intelligent_event_driven_applications"><a class="anchor" href="#_business_driver_for_intelligent_event_driven_applications"></a>Business driver for Intelligent, Event Driven applications</h3> | ||
| <div class="ulist"> | ||
| <ul> | ||
| <li> | ||
| <p><strong>Gain deep insights</strong>: Gaining deeper insights by analyzing customer feedback, reviews, and social media posts, enables businesses to improve their offerings and enhance customer experience.</p> | ||
| </li> | ||
| <li> | ||
| <p><strong>Personalized Customer Experience</strong>: Leveraging AI and ML in event-driven applications allows businesses to analyze customer data and preferences in real-time.</p> | ||
| </li> | ||
| <li> | ||
| <p><strong>Real-Time Data Insights</strong>: Real-time data insight helps businesses make data-driven decisions, respond quickly to changing market conditions, and identify emerging opportunities or risks.</p> | ||
| </li> | ||
| </ul> | ||
| </div> | ||
| <div class="imageblock unresolved"> | ||
| <div class="content"> | ||
| <img src="sp-eda-implementation-architecture.png" alt="sp eda implementation architecture"> | ||
| </div> | ||
| <div class="title"> 1. Event Driven applications - Implementation Architecture</div> | ||
| </div> | ||
| </div> | ||
| </div> | ||
| </div> | ||
| <div class="sect1"> | ||
| <h2 id="_logical_diagram"><a class="anchor" href="#_logical_diagram"></a>Logical diagram</h2> | ||
| <div class="sectionbody"> | ||
| <div class="paragraph"> | ||
| <p>This shows a logical diagram of the solution including the data streaming platform, frontend application, the intelligent services, storage, and deployment and management tools.</p> | ||
| </div> | ||
| <div class="imageblock unresolved"> | ||
| <div class="content"> | ||
| <img src="sp-eda-logical-diagram.png" alt="sp eda logical diagram"> | ||
| </div> | ||
| <div class="title"> 2. Event Driven applications - Logical Diagram</div> | ||
| </div> | ||
| </div> | ||
| </div> | ||
| <div class="sect1"> | ||
| <h2 id="_the_technology"><a class="anchor" href="#_the_technology"></a>The technology</h2> | ||
| <div class="sectionbody"> | ||
| <div class="ulist"> | ||
| <ul> | ||
| <li> | ||
| <p><a href="https://www.redhat.com/en/technologies/cloud-computing/openshift" target="_blank" rel="noopener">Red Hat OpenShift</a></p> | ||
| </li> | ||
| <li> | ||
| <p><a href="https://www.redhat.com/en/technologies/cloud-computing/openshift/serverless" target="_blank" rel="noopener">OpenShift Serverless</a></p> | ||
| <div class="ulist"> | ||
| <ul> | ||
| <li> | ||
| <p>Grafana</p> | ||
| </li> | ||
| </ul> | ||
| </div> | ||
| </li> | ||
| <li> | ||
| <p><a href="https://www.redhat.com/en/products/application-foundations" target="_blank" rel="noopener">Red Hat Application Foundation</a></p> | ||
| <div class="ulist"> | ||
| <ul> | ||
| <li> | ||
| <p><a href="https://access.redhat.com/products/quarkus" target="_blank" rel="noopener">Quarkus</a></p> | ||
| </li> | ||
| <li> | ||
| <p><a href="https://developers.redhat.com/topics/kafka-kubernetes" target="_blank" rel="noopener">AMQ Kafka Streams</a></p> | ||
| </li> | ||
| </ul> | ||
| </div> | ||
| </li> | ||
| <li> | ||
| <p>Others</p> | ||
| <div class="ulist"> | ||
| <ul> | ||
| <li> | ||
| <p><a href="https://www.influxdata.com/" target="_blank" rel="noopener">InfluxDB time series database</a></p> | ||
| </li> | ||
| <li> | ||
| <p><a href="https://helm.sh/" target="_blank" rel="noopener">Helm</a></p> | ||
| </li> | ||
| <li> | ||
| <p><a href="https://www.postgresql.org/" target="_blank" rel="noopener">PostgreSQL database</a></p> | ||
| </li> | ||
| </ul> | ||
| </div> | ||
| </li> | ||
| </ul> | ||
| </div> | ||
| </div> | ||
| </div> | ||
| </article> | ||
| <aside class="toc sidebar" data-title="Contents" data-levels="2"> | ||
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