{"id":15902,"date":"2022-10-13T11:56:32","date_gmt":"2022-10-13T06:26:32","guid":{"rendered":"https:\/\/jassweb.com\/solved\/solved-what-are-the-approaches-to-the-big-data-problems-closed\/"},"modified":"2022-10-13T11:56:32","modified_gmt":"2022-10-13T06:26:32","slug":"solved-what-are-the-approaches-to-the-big-data-problems-closed","status":"publish","type":"post","link":"https:\/\/jassweb.com\/solved\/solved-what-are-the-approaches-to-the-big-data-problems-closed\/","title":{"rendered":"[Solved] What are the approaches to the Big-Data problems? [closed]"},"content":{"rendered":"<p> [ad_1]<br \/>\n<\/p>\n<div id=\"answer-30928387\" class=\"answer js-answer accepted-answer js-accepted-answer\" data-answerid=\"30928387\" data-parentid=\"30758014\" data-score=\"10\" data-position-on-page=\"1\" data-highest-scored=\"1\" data-question-has-accepted-highest-score=\"1\" itemprop=\"acceptedAnswer\" itemscope itemtype=\"https:\/\/schema.org\/Answer\">\n<div class=\"post-layout\">\n<div class=\"votecell post-layout--left\"><\/div>\n<div class=\"answercell post-layout--right\">\n<div class=\"s-prose js-post-body\" itemprop=\"text\">\n<p>I will approach your question like this: I assume you are firmly interested in big data database use already and have a real need for one, so instead of repeating textbooks upon textbooks of information about them, I will highlight some that meet your 5 requirements &#8211; mainly <a rel=\"nofollow noopener\" target=\"_blank\" href=\"http:\/\/cassandra.apache.org\/\">Cassandra<\/a> and <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/hadoop.apache.org\/\">Hadoop<\/a>.<\/p>\n<hr>\n<p><strong>1) The first requirement we want to be able to write to and to read from the database quickly.<\/strong><\/p>\n<p>You&#8217;ll want to explore NoSQL databases which are often used for storing \u201cunstructured\u201d Big Data. Some open-source databases include <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/hadoop.apache.org\/\">Hadoop<\/a> and <a rel=\"nofollow noopener\" target=\"_blank\" href=\"http:\/\/cassandra.apache.org\/\">Cassandra<\/a>. Regarding the Cassandra,<\/p>\n<blockquote>\n<p>Facebook needed something fast and cheap to handle the billions of status updates, so it started this project and eventually moved it to Apache where it&#8217;s found plenty of support in many communities (<a rel=\"nofollow noopener\" target=\"_blank\" href=\"http:\/\/www.infoworld.com\/article\/2622066\/database\/nosql-standouts--new-databases-for-new-applications.html#cassandra\">ref<\/a>).<\/p>\n<\/blockquote>\n<p><em>References:<\/em><\/p>\n<ul>\n<li><a rel=\"nofollow noopener\" target=\"_blank\" href=\"http:\/\/www.forbes.com\/sites\/davefeinleib\/2012\/10\/08\/big-data-and-nosql-five-key-insights\/\">Big Data and NoSQL: Five Key Insights<\/a><\/li>\n<li><a rel=\"nofollow noopener\" target=\"_blank\" href=\"http:\/\/www.infoworld.com\/article\/2622066\/database\/nosql-standouts--new-databases-for-new-applications.html#cassandra\">NoSQL standouts: New databases for new applications<\/a><\/li>\n<li><a rel=\"nofollow noopener\" target=\"_blank\" href=\"http:\/\/www.techworld.com\/big-data\/big-data-woes-which-database-should-i-use-3373754\/\">Big data woes: Which database should I use?<\/a><\/li>\n<li><a rel=\"nofollow noopener\" target=\"_blank\" href=\"http:\/\/blog.triggar.com\/cassandra-and-spark-a-match-made-in-heaven\/\">Cassandra and Spark: A match made in big data heaven<\/a><\/li>\n<li><a rel=\"nofollow noopener\" target=\"_blank\" href=\"http:\/\/nosql-database.org\/\">List of NoSQL databases<\/a> (currently 150)<\/li>\n<\/ul>\n<p><strong>2) We also want to have a web interface to the database<\/strong><\/p>\n<p>See the list of 150 <a rel=\"nofollow noopener\" target=\"_blank\" href=\"http:\/\/nosql-database.org\/\">NoSQL databases<\/a> to see all the various interfaces available, including web interfaces.<\/p>\n<p>Cassandra has a <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/github.com\/sebgiroux\/Cassandra-Cluster-Admin\">cluster admin<\/a>, a <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/github.com\/tomekkup\/helenos\">web-based environment<\/a>, a <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/github.com\/avalanche123\/cassandra-web\">web-admin<\/a> based on AngularJS, and even GUI clients.<\/p>\n<p><em>References:<\/em><\/p>\n<ul>\n<li><a rel=\"nofollow noopener\" target=\"_blank\" href=\"http:\/\/nosql-database.org\/\">150 NoSQL databases<\/a><\/li>\n<li><a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/github.com\/avalanche123\/cassandra-web\">Cassandra Web<\/a><\/li>\n<li><a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/github.com\/sebgiroux\/Cassandra-Cluster-Admin\">Cassandra Cluster Admin<\/a><\/li>\n<\/ul>\n<p><strong>3) We want to be able to run different data-analysis algorithm on the data<\/strong><\/p>\n<p>Cassandra, Hive, and Hadoop are well-suited for data analytics. For example,  <a rel=\"nofollow noopener\" target=\"_blank\" href=\"http:\/\/www.slideshare.net\/jaykumarpatel\/cassandra-at-ebay-cassandra-summit-2013\">eBay uses Cassandra<\/a> for managing time-series data.<\/p>\n<p><em>References:<\/em><\/p>\n<ul>\n<li><a rel=\"nofollow noopener\" target=\"_blank\" href=\"http:\/\/blog.markedup.com\/2013\/02\/cassandra-hive-and-hadoop-how-we-picked-our-analytics-stack\/\">Cassandra, Hive, and Hadoop: How We Picked Our Analytics Stack<\/a><\/li>\n<li><a rel=\"nofollow noopener\" target=\"_blank\" href=\"http:\/\/www.slideshare.net\/jaykumarpatel\/cassandra-at-ebay-cassandra-summit-2013\">Cassandra at eBay &#8211; Cassandra Summit<\/a><\/li>\n<li><a rel=\"nofollow noopener\" target=\"_blank\" href=\"http:\/\/strataconf.com\/stratany2013\/public\/schedule\/detail\/30360\">An Introduction to Real-Time Analytics with Cassandra and Hadoop<\/a><\/li>\n<\/ul>\n<p><strong>4) We want to run machine learning algorithms on the data to be able to learn &#8220;relations&#8221;<\/strong><\/p>\n<p>Again, Cassandra and Hadoop are well-suited. Regarding Apache Spark + Cassandra,<\/p>\n<blockquote>\n<p>Spark was developed in 2009 at UC Berkeley AMPLab, open sourced in<br \/>\n  2010, and became a top-level Apache project in February, 2014. It has<br \/>\n  since become one of the largest open source communities in big data, with over 200 contributors in 50+ organizations (<a rel=\"nofollow noopener\" target=\"_blank\" href=\"http:\/\/planetcassandra.org\/getting-started-with-apache-spark-and-cassandra\/\">ref<\/a>).<\/p>\n<\/blockquote>\n<p>Regarding Hadoop,<\/p>\n<blockquote>\n<p>With the rapid adoption of Apache Hadoop, enterprises use machine learning as a key technology to extract tangible business value from their massive data assets.<\/p>\n<\/blockquote>\n<p><em>References:<\/em><\/p>\n<ul>\n<li><a rel=\"nofollow noopener\" target=\"_blank\" href=\"http:\/\/planetcassandra.org\/getting-started-with-apache-spark-and-cassandra\/\">Getting Started with Apache Spark and Cassandra<\/a><\/li>\n<li><a rel=\"nofollow noopener\" target=\"_blank\" href=\"http:\/\/mahout.apache.org\/\">What is Apache Mahout?<\/a><\/li>\n<li><a rel=\"nofollow noopener\" target=\"_blank\" href=\"http:\/\/hortonworks.com\/blog\/data-science-apacheh-hadoop-predicting-airline-delays\/\">Data Science with Apache Hadoop: Predicting Airline Delays<\/a><\/li>\n<\/ul>\n<p><strong>5) Finally, we want to have a nice clicks-based interface that visualize the data.<\/strong><\/p>\n<p>Visualization tools (paid) that work with the above databases include <a rel=\"nofollow noopener\" target=\"_blank\" href=\"http:\/\/www.pentahobigdata.com\/ecosystem\/capabilities\/analytics\">Pentaho<\/a>, <a rel=\"nofollow noopener\" target=\"_blank\" href=\"http:\/\/community.jaspersoft.com\/big-data\">JasperReports<\/a>, and <a rel=\"nofollow noopener\" target=\"_blank\" href=\"http:\/\/www.datameer.com\/product\/index.html\">Datameer Analytics Solutions<\/a>. Alternatively, there are several open-source interactive visualization tools such as <a rel=\"nofollow noopener\" target=\"_blank\" href=\"http:\/\/d3js.org\/\">D3<\/a> and <a rel=\"nofollow noopener\" target=\"_blank\" href=\"http:\/\/dygraphs.com\/\">Dygraphs<\/a> (for big data sets).<\/p>\n<p><em>References:<\/em><\/p>\n<ul>\n<li><a rel=\"nofollow noopener\" target=\"_blank\" href=\"http:\/\/www.datasciencecentral.com\/profiles\/blogs\/great-list-of-resources-data-science-visualization-machine\">Data Science Central &#8211; Resources<\/a><\/li>\n<li><a rel=\"nofollow noopener\" target=\"_blank\" href=\"http:\/\/tech.globant.com\/big-data-visualization\/\">Big Data Visualization<\/a><\/li>\n<\/ul>\n<\/div>\n<div class=\"mt24\"><\/div>\n<\/div>\n<p>            <span class=\"d-none\" itemprop=\"commentCount\">0<\/span> <\/p><\/div>\n<\/div>\n<p>[ad_2]<\/p>\n<p>solved What are the approaches to the Big-Data problems? [closed] <\/p>\n","protected":false},"excerpt":{"rendered":"<p>[ad_1] I will approach your question like this: I assume you are firmly interested in big data database use already and have a real need for one, so instead of repeating textbooks upon textbooks of information about them, I will highlight some that meet your 5 requirements &#8211; mainly Cassandra and Hadoop. 1) The first &#8230; <a title=\"[Solved] What are the approaches to the Big-Data problems? [closed]\" class=\"read-more\" href=\"https:\/\/jassweb.com\/solved\/solved-what-are-the-approaches-to-the-big-data-problems-closed\/\" aria-label=\"More on [Solved] What are the approaches to the Big-Data problems? [closed]\">Read more<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[320],"tags":[3297,4087,2661,546,1173],"class_list":["post-15902","post","type-post","status-publish","format-standard","hentry","category-solved","tag-bigdata","tag-data-analysis","tag-data-visualization","tag-database","tag-machine-learning"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>[Solved] What are the approaches to the Big-Data problems? 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