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<i class="fas fa-list"></i> Contents
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<ul class="visible nav section-nav flex-column">
<li class="toc-h1 nav-item toc-entry">
<a class="reference internal nav-link" href="#">
Technologies for advanced programming (TAP) - 2022
</a>
</li>
<li class="toc-h1 nav-item toc-entry">
<a class="reference internal nav-link" href="#syllabus">
Syllabus
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<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#course-detail">
Course detail
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<a class="reference internal nav-link" href="#lessons">
Lessons
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<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#contacts">
Contacts
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<a class="reference internal nav-link" href="#telegram-group">
Telegram Group
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#github-organization">
GitHub Organization
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#tutorato">
Tutorato
</a>
</li>
</ul>
</li>
<li class="toc-h1 nav-item toc-entry">
<a class="reference internal nav-link" href="#what-we-are-going-to-deal-with">
What we are going to deal with ?
</a>
<ul class="visible nav section-nav flex-column">
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#technologies-for-realtime-data-collection-and-analytics-systems">
Technologies for realtime data collection and analytics systems
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#running-prototypes-of-end-to-end-solutions">
Running Prototypes of End to End Solutions
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#tap-projects">
Tap Projects
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#pass-the-baton">
Pass the baton
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#meme">
Meme
</a>
</li>
</ul>
</li>
<li class="toc-h1 nav-item toc-entry">
<a class="reference internal nav-link" href="#concepts">
Concepts
</a>
<ul class="visible nav section-nav flex-column">
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#big-data">
Big Data
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#big-data-is-better-data">
Big data is better data
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#digital-marketing">
Digital Marketing
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#most-valuable-companies-brands-by-market-capitalization-2000-2022">
Most Valuable Companies Brands by Market Capitalization (2000 - 2022)
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#social-impact-of-big-data">
Social Impact of Big Data
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#ethics-and-ai-tackling-biases-hidden-in-big-data">
Ethics and AI: tackling biases hidden in big data
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#the-era-of-blind-faith-in-big-data-must-end">
The era of blind faith in big data must end
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#literate-programming">
Literate Programming
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#stream-processing">
Stream Processing
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#machine-learning">
Machine Learning
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#cloud-computing">
Cloud Computing
</a>
</li>
</ul>
</li>
<li class="toc-h1 nav-item toc-entry">
<a class="reference internal nav-link" href="#technologies">
Technologies
</a>
<ul class="visible nav section-nav flex-column">
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#containers">
Containers
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#workload-management">
Workload management
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#data-ingestion">
Data Ingestion
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#data-streaming">
Data Streaming
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#data-processing">
Data Processing
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#data-indexing">
Data Indexing
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#data-visualization">
Data Visualization
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#notebooks">
Notebooks
</a>
</li>
</ul>
</li>
<li class="toc-h1 nav-item toc-entry">
<a class="reference internal nav-link" href="#applications">
Applications
</a>
<ul class="visible nav section-nav flex-column">
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#data-science-business-intelligence">
Data Science && Business Intelligence
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#stream-mining">
Stream Mining
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#nlp">
NLP
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#new-ideas-welcome">
New Ideas Welcome
</a>
</li>
</ul>
</li>
</ul>
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<h1>Technologies for advanced programming (TAP) - 2022</h1>
<!-- Table of contents -->
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<div id="jb-print-toc">
<div>
<h2> Contents </h2>
</div>
<nav aria-label="Page">
<ul class="visible nav section-nav flex-column">
<li class="toc-h1 nav-item toc-entry">
<a class="reference internal nav-link" href="#">
Technologies for advanced programming (TAP) - 2022
</a>
</li>
<li class="toc-h1 nav-item toc-entry">
<a class="reference internal nav-link" href="#syllabus">
Syllabus
</a>
<ul class="visible nav section-nav flex-column">
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#course-detail">
Course detail
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#lessons">
Lessons
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#contacts">
Contacts
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#telegram-group">
Telegram Group
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#github-organization">
GitHub Organization
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#tutorato">
Tutorato
</a>
</li>
</ul>
</li>
<li class="toc-h1 nav-item toc-entry">
<a class="reference internal nav-link" href="#what-we-are-going-to-deal-with">
What we are going to deal with ?
</a>
<ul class="visible nav section-nav flex-column">
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#technologies-for-realtime-data-collection-and-analytics-systems">
Technologies for realtime data collection and analytics systems
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#running-prototypes-of-end-to-end-solutions">
Running Prototypes of End to End Solutions
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#tap-projects">
Tap Projects
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#pass-the-baton">
Pass the baton
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#meme">
Meme
</a>
</li>
</ul>
</li>
<li class="toc-h1 nav-item toc-entry">
<a class="reference internal nav-link" href="#concepts">
Concepts
</a>
<ul class="visible nav section-nav flex-column">
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#big-data">
Big Data
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#big-data-is-better-data">
Big data is better data
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#digital-marketing">
Digital Marketing
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#most-valuable-companies-brands-by-market-capitalization-2000-2022">
Most Valuable Companies Brands by Market Capitalization (2000 - 2022)
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#social-impact-of-big-data">
Social Impact of Big Data
</a>
<ul class="nav section-nav flex-column">
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#ethics-and-ai-tackling-biases-hidden-in-big-data">
Ethics and AI: tackling biases hidden in big data
</a>
</li>
<li class="toc-h3 nav-item toc-entry">
<a class="reference internal nav-link" href="#the-era-of-blind-faith-in-big-data-must-end">
The era of blind faith in big data must end
</a>
</li>
</ul>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#literate-programming">
Literate Programming
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#stream-processing">
Stream Processing
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#machine-learning">
Machine Learning
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#cloud-computing">
Cloud Computing
</a>
</li>
</ul>
</li>
<li class="toc-h1 nav-item toc-entry">
<a class="reference internal nav-link" href="#technologies">
Technologies
</a>
<ul class="visible nav section-nav flex-column">
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#containers">
Containers
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#workload-management">
Workload management
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#data-ingestion">
Data Ingestion
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#data-streaming">
Data Streaming
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#data-processing">
Data Processing
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#data-indexing">
Data Indexing
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#data-visualization">
Data Visualization
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#notebooks">
Notebooks
</a>
</li>
</ul>
</li>
<li class="toc-h1 nav-item toc-entry">
<a class="reference internal nav-link" href="#applications">
Applications
</a>
<ul class="visible nav section-nav flex-column">
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#data-science-business-intelligence">
Data Science && Business Intelligence
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#stream-mining">
Stream Mining
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#nlp">
NLP
</a>
</li>
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#new-ideas-welcome">
New Ideas Welcome
</a>
</li>
</ul>
</li>
</ul>
</nav>
</div>
</div>
</div>
<div>
<div class="tex2jax_ignore mathjax_ignore section" id="technologies-for-advanced-programming-tap-2022">
<h1>Technologies for advanced programming (TAP) - 2022<a class="headerlink" href="#technologies-for-advanced-programming-tap-2022" title="Permalink to this headline">¶</a></h1>
<p><a class="reference external" href="https://about.me/snicotra">Salvo Nicotra</a></p>
<p><img alt="tap logo" src="_images/tap_logo.jpg" /></p>
</div>
<div class="tex2jax_ignore mathjax_ignore section" id="syllabus">
<h1>Syllabus<a class="headerlink" href="#syllabus" title="Permalink to this headline">¶</a></h1>
<p>General knowledge of technologies useful to build end-to-end solutions to analyse, manage, store, process and visualize data acquired in real time.</p>
<p>Using simplified and cross infrastructure software deployment systems (containers) and microservices orchestration tool (compose/kubernetes), the course will present “on-the-edge” technologies used for data ingestion, pipelines, big data processing and visualization</p>
<p>Using an agile and multidisciplinary approach: topics, technologies and enviroments discussed will be applied to real case examples</p>
<div class="section" id="course-detail">
<h2>Course detail<a class="headerlink" href="#course-detail" title="Permalink to this headline">¶</a></h2>
</div>
<div class="section" id="lessons">
<h2>Lessons<a class="headerlink" href="#lessons" title="Permalink to this headline">¶</a></h2>
<ul class="simple">
<li><p>Mon 14-17 (Aula 4)</p></li>
<li><p>Fri 14-17 TBC (Aula 3)</p></li>
</ul>
</div>
<div class="section" id="contacts">
<h2>Contacts<a class="headerlink" href="#contacts" title="Permalink to this headline">¶</a></h2>
<p>Office hours: Mon 17-18</p>
<p>Email: <a class="reference external" href="mailto:salvatore.nicotra1%40unict.it">salvatore<span>.</span>nicotra1<span>@</span>unict<span>.</span>it</a></p>
</div>
<div class="section" id="telegram-group">
<h2>Telegram Group<a class="headerlink" href="#telegram-group" title="Permalink to this headline">¶</a></h2>
<p><img alt="" src="https://upload.wikimedia.org/wikipedia/commons/thumb/8/82/Telegram_logo.svg/240px-Telegram_logo.svg.png" />
(<a class="reference external" href="https://t.me/joinchat/DPCishPgqXBxeWUbrUKyCg">https://t.me/joinchat/DPCishPgqXBxeWUbrUKyCg</a>)[@tap]</p>
</div>
<div class="section" id="github-organization">
<h2>GitHub Organization<a class="headerlink" href="#github-organization" title="Permalink to this headline">¶</a></h2>
<p><img alt="" src="https://upload.wikimedia.org/wikipedia/commons/thumb/4/4a/GitHub_Mark.png/246px-GitHub_Mark.png" />
<a class="reference external" href="https://github.com/tapunict">https://github.com/tapunict</a></p>
</div>
<div class="section" id="tutorato">
<h2>Tutorato<a class="headerlink" href="#tutorato" title="Permalink to this headline">¶</a></h2>
<p>Lemuel Puglisi</p>
</div>
</div>
<div class="tex2jax_ignore mathjax_ignore section" id="what-we-are-going-to-deal-with">
<h1>What we are going to deal with ?<a class="headerlink" href="#what-we-are-going-to-deal-with" title="Permalink to this headline">¶</a></h1>
<div class="section" id="technologies-for-realtime-data-collection-and-analytics-systems">
<h2>Technologies for realtime data collection and analytics systems<a class="headerlink" href="#technologies-for-realtime-data-collection-and-analytics-systems" title="Permalink to this headline">¶</a></h2>
<p><img alt="" src="_images/mediaset-enabler.png" /></p>
</div>
<div class="section" id="running-prototypes-of-end-to-end-solutions">
<h2>Running Prototypes of End to End Solutions<a class="headerlink" href="#running-prototypes-of-end-to-end-solutions" title="Permalink to this headline">¶</a></h2>
<div class="section" id="tap-projects">
<h3>Tap Projects<a class="headerlink" href="#tap-projects" title="Permalink to this headline">¶</a></h3>
<p><a class="reference external" href="https://github.com/tapunict/crew/blob/main/projects.md">https://github.com/tapunict/crew/blob/main/projects.md</a></p>
</div>
<div class="section" id="pass-the-baton">
<h3>Pass the baton<a class="headerlink" href="#pass-the-baton" title="Permalink to this headline">¶</a></h3>
<p><img alt="" src="https://www.leadershipmanagementmagazine.com/wp-content/uploads/Passaggio-generazionale-960x520.jpg" /></p>
</div>
</div>
<div class="section" id="meme">
<h2>Meme<a class="headerlink" href="#meme" title="Permalink to this headline">¶</a></h2>
<p><img alt="" src="https://i.imgflip.com/4zth70.jpg" /></p>
</div>
</div>
<div class="tex2jax_ignore mathjax_ignore section" id="concepts">
<h1>Concepts<a class="headerlink" href="#concepts" title="Permalink to this headline">¶</a></h1>
<blockquote>
<div><p>Areas of interests where technologies can be applied to get more value</p>
</div></blockquote>
<div class="section" id="big-data">
<h2>Big Data<a class="headerlink" href="#big-data" title="Permalink to this headline">¶</a></h2>
<p>Datasets whose size is beyond the ability of typical database software tools to capture, store, manage, and analyze</p>
<p><a class="reference external" href="https://www.mckinsey.com/business-functions/mckinsey-digital/our-insights/big-data-the-next-frontier-for-innovation">McKinsey 2011</a></p>
<p><img alt="" src="_images/Big_Data.png" /></p>
<div class="section" id="big-data-is-better-data">
<h3>Big data is better data<a class="headerlink" href="#big-data-is-better-data" title="Permalink to this headline">¶</a></h3>
<p><a class="reference external" href="https://www.youtube.com/watch?v=8pHzROP1D-w&start=113">▶<img alt="" src="http://img.youtube.com/vi/8pHzROP1D-w/0.jpg" /></a></p>
</div>
</div>
<div class="section" id="digital-marketing">
<h2>Digital Marketing<a class="headerlink" href="#digital-marketing" title="Permalink to this headline">¶</a></h2>
<p>Digital marketing is a form of direct marketing which links consumers with sellers electronically using interactive technologies like emails, websites, online forums and newsgroups, interactive television, mobile communications etcetera (Kotler and Armstrong, 2009)</p>
<p><img alt="" src="_images/digital-marketing.jpg" /></p>
<div class="section" id="most-valuable-companies-brands-by-market-capitalization-2000-2022">
<h3>Most Valuable Companies Brands by Market Capitalization (2000 - 2022)<a class="headerlink" href="#most-valuable-companies-brands-by-market-capitalization-2000-2022" title="Permalink to this headline">¶</a></h3>
<p><a class="reference external" href="https://www.youtube.com/watch?v=Tay8LK3d7F8">▶<img alt="" src="http://img.youtube.com/vi/Tay8LK3d7F8/0.jpg" /></a></p>
</div>
</div>
<div class="section" id="social-impact-of-big-data">
<h2>Social Impact of Big Data<a class="headerlink" href="#social-impact-of-big-data" title="Permalink to this headline">¶</a></h2>
<p>big data applications such as lifestyle, disaster relief, energy and sustainability, critical infrastructure, and so forth that indicate promise for making a societal impact through the use of analytics.
<a class="reference external" href="https://link.springer.com/article/10.1007/s10796-018-9846-7">Big Data & Analytics for Societal Impact</a></p>
<p><img alt="" src="_images/social-impact.jpg" /></p>
<div class="section" id="ethics-and-ai-tackling-biases-hidden-in-big-data">
<h3>Ethics and AI: tackling biases hidden in big data<a class="headerlink" href="#ethics-and-ai-tackling-biases-hidden-in-big-data" title="Permalink to this headline">¶</a></h3>
<p><a class="reference external" href="http://www.youtube.com/watch?v=a081Gpp5MeQ">▶<img alt="" src="http://img.youtube.com/vi/a081Gpp5MeQ/0.jpg" /></a></p>
</div>
<div class="section" id="the-era-of-blind-faith-in-big-data-must-end">
<h3>The era of blind faith in big data must end<a class="headerlink" href="#the-era-of-blind-faith-in-big-data-must-end" title="Permalink to this headline">¶</a></h3>
<p><a class="reference external" href="http://www.youtube.com/watch?v=_2u_eHHzRto">▶<img alt="" src="http://img.youtube.com/vi/_2u_eHHzRto/0.jpg" /></a></p>
</div>
</div>
<div class="section" id="literate-programming">
<h2>Literate Programming<a class="headerlink" href="#literate-programming" title="Permalink to this headline">¶</a></h2>
<p>Literate programming: Instead of imagining that our main task is to instruct a computer what to do, let us concentrate rather on explaining to human beings what we want a computer to do.</p>
<blockquote>
<div><p>Donald Knuth (1984)</p>
</div></blockquote>
<p><img alt="" src="_images/knuth-vs-mcilroy.png" /></p>
<p>Source: <a class="reference external" href="https://catonmat.net/knuth-vs-mcilroy">https://catonmat.net/knuth-vs-mcilroy</a></p>
</div>
<div class="section" id="stream-processing">
<h2>Stream Processing<a class="headerlink" href="#stream-processing" title="Permalink to this headline">¶</a></h2>
<p>The definition of stream processing is exactly opposite of my definition of batch processing. In stream processing, you do not collect your data to reach certain quorum or timeout before you trigger your process. As soon as the data event is received, the program processes it, and creates the output. It’s event processing. So “real-time” word is somewhat redundant. Yet, a lot of systems do use “real-time” to describe them as low latency systems. sing-what-are-your-choices/</p>
<p><img alt="" src="_images/streams.png" /></p>
</div>
<div class="section" id="machine-learning">
<h2>Machine Learning<a class="headerlink" href="#machine-learning" title="Permalink to this headline">¶</a></h2>
<blockquote>
<div><p>Machine learning is the science (and art) of programming computers so they can learn from data</p>
</div></blockquote>
<p>Aurélien Géron in Hands-on Machine Learning with Scikit-Learn and TensorFlow.</p>
<p><img alt="" src="_images/machine-learning.jpg" /></p>
</div>
<div class="section" id="cloud-computing">
<h2>Cloud Computing<a class="headerlink" href="#cloud-computing" title="Permalink to this headline">¶</a></h2>
<blockquote>
<div><p>Cloud computing is a style of computing in which scalable and elastic IT-enabled capabilities are delivered as a service using internet technologies.</p>
</div></blockquote>
<p>Gartner Glossary</p>
<p><img alt="" src="_images/cloudcomputing.jpg" /></p>
</div>
</div>
<div class="tex2jax_ignore mathjax_ignore section" id="technologies">
<h1>Technologies<a class="headerlink" href="#technologies" title="Permalink to this headline">¶</a></h1>
<div class="section" id="containers">
<h2>Containers<a class="headerlink" href="#containers" title="Permalink to this headline">¶</a></h2>
<p>A container is a standard unit of software that packages up code and all its dependencies so the application runs quickly and reliably from one computing environment to another.</p>
<p><img alt="" src="_images/docker.png" /></p>
</div>
<div class="section" id="workload-management">
<h2>Workload management<a class="headerlink" href="#workload-management" title="Permalink to this headline">¶</a></h2>
<p>Kubernetes is a portable, extensible, open-source platform for managing containerized workloads and services, that facilitates both declarative configuration and automation. It has a large, rapidly growing ecosystem. Kubernetes services, support, and tools are widely available.</p>
<p><img alt="" src="https://d33wubrfki0l68.cloudfront.net/69e55f968a6f44613384615c6a78b881bfe28bd6/9e66c/it/_common-resources/images/flower.svg" /></p>
</div>
<div class="section" id="data-ingestion">
<h2>Data Ingestion<a class="headerlink" href="#data-ingestion" title="Permalink to this headline">¶</a></h2>
<p>Logstash is an open source data collection engine with real-time pipelining capabilities.</p>
<p>Logstash can dynamically unify data from disparate sources and normalize the data into destinations of your choice. Cleanse and democratize all your data for diverse advanced downstream analytics and visualization use cases.</p>
<p><img alt="" src="https://static-www.elastic.co/v3/assets/bltefdd0b53724fa2ce/blt0ee60d54428ec0b2/614b1cea69b7947c1b3ae7c5/illustration-logstash-white-bg-608x404.png" /></p>
</div>
<div class="section" id="data-streaming">
<h2>Data Streaming<a class="headerlink" href="#data-streaming" title="Permalink to this headline">¶</a></h2>
<blockquote>
<div><p>Kafka® is used for building real-time data pipelines and streaming apps. It is horizontally scalable, fault-tolerant, wicked fast, and runs in production in thousands of companies.</p>
</div></blockquote>
<p><img alt="" src="_images/kafka.jpg" /></p>
</div>
<div class="section" id="data-processing">
<h2>Data Processing<a class="headerlink" href="#data-processing" title="Permalink to this headline">¶</a></h2>
<blockquote>
<div><p>Apache Spark™ is a unified analytics engine for large-scale data processing.</p>
</div></blockquote>
<p><img alt="" src="_images/spark-logo.png" /></p>
</div>
<div class="section" id="data-indexing">
<h2>Data Indexing<a class="headerlink" href="#data-indexing" title="Permalink to this headline">¶</a></h2>
<blockquote>
<div><p>Elasticsearch is a distributed, RESTful search and analytics engine capable of addressing a growing number of use cases. As the heart of the Elastic Stack, it centrally stores your data so you can discover the expected and uncover the unexpected.</p>
</div></blockquote>
<p><img alt="" src="_images/elastic-search.jpg" /></p>
</div>
<div class="section" id="data-visualization">
<h2>Data Visualization<a class="headerlink" href="#data-visualization" title="Permalink to this headline">¶</a></h2>
<blockquote>
<div><p>Kibana is a free and open user interface that lets you visualize your Elasticsearch data and navigate the Elastic Stack. Do anything from tracking query load to understanding the way requests flow through your apps.</p>
</div></blockquote>
<p><img alt="" src="https://static-www.elastic.co/v3/assets/bltefdd0b53724fa2ce/blt0423c2ca741d3c05/5ea8c90064f47652ec7993f4/brand-kibana-220x130.svg" /></p>
</div>
<div class="section" id="notebooks">
<h2>Notebooks<a class="headerlink" href="#notebooks" title="Permalink to this headline">¶</a></h2>
<blockquote>
<div><p>Project Jupyter exists to develop open-source software, open-standards, and services for interactive computing across dozens of programming languages.</p>
</div></blockquote>
<p><img alt="" src="_images/jupyter.png" /></p>
</div>
</div>
<div class="tex2jax_ignore mathjax_ignore section" id="applications">
<h1>Applications<a class="headerlink" href="#applications" title="Permalink to this headline">¶</a></h1>
<div class="section" id="data-science-business-intelligence">
<h2>Data Science && Business Intelligence<a class="headerlink" href="#data-science-business-intelligence" title="Permalink to this headline">¶</a></h2>
<p><img alt="" src="https://www.kdnuggets.com/images/data-science-vs-business-intelligence-700.jpg" /></p>
<p><a class="reference external" href="https://www.kdnuggets.com/2021/02/data-science-vs-business-intelligence-explained.html">Source</a></p>
</div>
<div class="section" id="stream-mining">
<h2>Stream Mining<a class="headerlink" href="#stream-mining" title="Permalink to this headline">¶</a></h2>
<p><img alt="" src="https://miro.medium.com/max/637/1*JTtkTYEiH12mJI9MjFasxg.png" />
<a class="reference external" href="https://towardsdatascience.com/introduction-to-stream-mining-8b79dd64e460">Source</a></p>
</div>
<div class="section" id="nlp">
<h2>NLP<a class="headerlink" href="#nlp" title="Permalink to this headline">¶</a></h2>
<p>Includes:</p>
<ul class="simple">
<li><p>Sentiment Analysis</p></li>
<li><p>Emotion Detection</p></li>
<li><p>Classifiers</p></li>
</ul>
<p><a class="reference external" href="https://en.wikipedia.org/wiki/Natural_language_processing">Wikipedia</a></p>
</div>
<div class="section" id="new-ideas-welcome">
<h2>New Ideas Welcome<a class="headerlink" href="#new-ideas-welcome" title="Permalink to this headline">¶</a></h2>
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