Advanced Analytics - Frameworks, Platforms and Metholodologies v 1.0
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This document provides an overview of advanced analytics frameworks, platforms, and methodologies. It begins with introducing advanced analytics and defining it. It then discusses various frameworks, platforms from companies like IBM, AeroSpike, and BlueMix. It also covers methodologies for analytics like CRISP-DM, SEMMA, and SMAM. The document references several Gartner reports and ends with taking questions.
Advanced Analytics - Frameworks, Platforms and Metholodologies v 1.0
- 1. ADVANCED ANALYTICS: FRAMEWORKS, PLATFORMS AND METHODOLOGIES Dr. Mohan K. Bavirisetty Chief Scientist Modern Renaissance
- 2. Agenda Introduction Frameworks Platforms Methodologies There is a better way to do it. Find it. – Thomas Edison
- 3. “ …the analysis of all kinds of data using sophisticated quantitative methods (for example, statistics, descriptive and predictive data mining, simulation and optimization) to produce insights that traditional approaches to business intelligence (BI) — such as query and reporting — are unlikely to discover." Advanced Analytics defined …. Source: Gartner Research, 2015
- 8. Dilbert time
- 10. Platform Example - AeroSpike
- 11. IBM SPSS Predictive Analytics Suite
- 12. Advanced Analytics Platform - EI Extension
- 13. Platform Example - BlueMix
- 14. Big Data Humor
- 15. KDD – Knowledge Discovery in Databases
- 17. SEMMA Overview
- 18. SMAM - Standard Methodology for Analytical Models
- 19. SMAM
- 21. Gartner Magic Quadrant for 2015
- 22. References Analytics 3.0 https://hbr.org/2013/12/analytics-30 Gartner 2015 Evaluation of Advanced Analytics Platforms http://www.cmswire.com/cms/analytics/gartners-look-at-advanced-analytics-vendors-are-you-using-a- winner-028310.php Berkeley Data and Analytics Stack http://ampcamp.berkeley.edu/wp-content/uploads/2013/02/Berkeley-Data-Analytics-Stack-BDAS-Overview- Ion-Stoica-Strata-2013.pdf Apache SAMOA https://samoa.incubator.apache.org/ CRISP-DM https://exde.files.wordpress.com/2009/03/crisp_visualguide.pdf SEMMA SAS http://faculty.smu.edu/tfomby/eco5385/data/SPSS/SAS%20_%20SEMMA.pdf Comparative Study of KDD, SEMMA and CRISP-DM http://recipp.ipp.pt/bitstream/10400.22/136/1/KDD-CRISP-SEMMA.pdf SMAM – Standard Methodology for Analytical Models http://www.kdnuggets.com/2015/08/new-standard-methodology-analytical-models.html IBM SPSS http://www-03.ibm.com/software/products/en/category/predictive-analytics IBM BlueMix Catalog of Services https://console.ng.bluemix.net/catalog/
- 23. Additional References Bandit Algorithms for Website Optimization http://pdf.th7.cn/down/files/1312/bandit_algorithms_for_website_optimization.pdf Why Recommendation Engines Are About To Get Much Better http://www.informationweek.com/big-data/big-data-analytics/why-recommendation- engines-are-about-to-get-much-better/d/d-id/1111646?page_number=2 Building a Recommender with Apache Mahout on Amazon Elastic MapReduce (EMR) https://blogs.aws.amazon.com/bigdata/post/Tx1TDK3HHBD4EZL/Building-a-Recommender- with-Apache-Mahout-on-Amazon-Elastic-MapReduce-EMR Mahout – Recommendation – Basic Tutorial http://www.tutorialspoint.com/mahout/mahout_recommendation.htm Is there a Netflix style recommendation engine for new content http://www.quora.com/Is-there-a-Netflix-style-recommendation-engine-for-news-content Personalized News Recommendation Based on Click Behavior (Google News Recommendation example) http://cs.northwestern.edu/~jli156/IUI224-liu.pdf A Contextual-Bandit Approach to Personalized News Article Recommendation http://research.microsoft.com/apps/pubs/?id=178904
- 24. QUESTIONS?