Cloud-Based ML Framework Built Using Apache Ecosystem

Authors

  • Rakesh Rojanala  Senior Manager, GENPACT, India

Keywords:

Machine Learning, Framework, Cloud, Analytical Tools.

Abstract

Typical ML collections carry out certainly not assist effectively handling of massive datasets, to ensure that brand new methods were required. Parallelization utilizing present-day matching computer platforms, like MapReduce, CUDA, or even Dryad acquired in appeal and recognition, causing brand-new ML collections created on top of these platforms. Our company will briefly introduce the most prominent commercial and academic outcomes, including Apache MahoutTM, GraphLab, or Jubatus. Our experts will check out just how the cloud processing ideal impacted the industry of ML. This paper provided the cloud-based ML framework working with analytical tools.

References

  1. Dukaric, R., as well as Juric, M.B. (2013 ). Towards a linked taxonomy and also architecture of cloud frameworks. Potential Generation Personal Computer Systems, 29, 1196-- 1210. doi:10.1016/ j.future.2012.09.006.
  2. Emam, A.H.M. (2013 ). Additional Authentication and Certification using Registered Email-ID for Cloud Processing. International Journal of Soft Computer as well as Engineering, 3( 2 ), 110-113.
  3. Fernando, N., Loke, S.W., and Rahayu, W. (2013 ). Mobile cloud computing: A questionnaire. Potential Era Computer System Units, 29, 84-- 106. doi:10.1016/ j.future.2012.05.023.
  4. Gonzalez, N., Miers, C., Redigolo, F., Simplicio, M., Carvalho, T., Naslund, M, and also Pourzandi, (2012 ). A quantitative analysis of existing safety and security concerns and remedies for cloud processing. Diary of Cloud Computing, 1( 11), 1-18.
  5. Hamlen, K., Kantarcioglu, M., Khan, L., as well as Thuraisingham, V. (2010). Protection Issues for Cloud Computing. International Diary of Details Safety And Security and also Personal Privacy, 4( 2 ), 39-51. doi: 10.4018/ jisp.2010040103.
  6. Han, J., Susilo, W., and Ma, Y. (2013 ). Identity- based information storage in cloud computing. Potential Age Computer System Solutions, 29, 673-- 681. doi:10.1016/ j.future.2012.07.010.
  7. Sugandhi Maheshwaram, “A Review on Deep Convolutional Neural Network and its Applications”, International Journal of Advanced Research in Computer and Communication Engineering, Vol. 8, Issue 2, February 2019
  8. Sugandhi Maheshwaram, “A Comprehensive Study on the Advantages and Features of MVC Architecture”, International Journal of Innovative Research in Computer and Communication Engineering, Vol. 8, Issue 1, January 2020
  9. Sugandhi Maheshwaram, “CLOUD DEPLOYMENT STRATEGIES AND CONCEPTUAL VIEW OF CLOUD COMPUTING”, Alochana Chakra Journal, Volume VIII, Issue VI, June 2019
  10. Sugandhi Maheshwaram, “A Comprehensive Review on the Implementation of Big Data Solutions”, International Journal of Information Technology and Management Vol. XI, Issue No. XVII, November-2016,
  11. Sugandhi Maheshwaram, “Challenges of the Mobile Web for Development”, International Journal of Innovative Research in Science, Engineering and Technology, Volume 9, Issue 8, 2020
  12. Sugandhi Maheshwaram, “A STUDY ON THE CHALLENGES IN HANDLING BIG DATA”, International Journal of Research, Volume VIII, Issue III, March 2019
  13. Sugandhi Maheshwaram, “A STUDY ON THE CONCEPT AND EVOLUTION OF MACHINE LEARNING”, INTERNATIONAL JOURNAL FOR RESEARCH & DEVELOPMENT IN TECHNOLOGY, Volume-11,Issue-5, May-19
  14. Sugandhi Maheshwaram, “A Novel Technique for Preventing the SQL Injection Vulnerabilities”, International Journal of Research and Applications, Volume 5, Issue 19, July-Sep 2018
  15. Sugandhi Maheshwaram, “A Study on Security Information and Event Management (SIEM)”, International Journal of Research and Applications, Volume 5, Issue 17, Jan-Mar 2018
  16. Sugandhi Maheshwaram, “A Study Design of Big Data by Concentrating on the Atmospheric Information Evaluation”, International Journal for Scientific Research & Development, Vol. 7, Issue 03, 2019
  17. Sugandhi Maheshwaram, “Architectural Framework of Cloud Computing Environment”, International Journal of Scientific Research in Science, Engineering and Technology, Volume 4, Issue 1, January-February 2018
  18. Sugandhi Maheshwaram, “An Overview of Open Research Issues in Big Data Analytics”, Journal of Advances in Science and Technology, Vol. 14, Issue No. 2, September-2017
  19. Sugandhi Maheshwaram, “CLOUD DEPLOYMENT STRATEGIES AND CONCEPTUAL VIEW OF CLOUD COMPUTING”, Alochana Chakra Journal, Volume VIII, Issue VI, June 2019
  20. Sugandhi Maheshwaram, “A Study on Vulnerabilities, Applications, Advantages and Routing Protocols in MANET”, International Journal of Scientific Research in Science and Technology, Volume 4, Issue 1, January-February 2018
  21. Sugandhi Maheshwaram, “An Overview towards the Techniques of Data Mining”, RESEARCH REVIEW International Journal of Multidisciplinary, Volume 04, Issue 02, February 2019
  22. Sudheer Kumar Shriramoju, Surya Teja N, “Security in Different Networks and Issues in Security Management”, International Journal of Innovative Research in Computer and Communication Engineering, Vol. 8, Issue 2, 2020
  23. Sudheer Kumar Shriramoju, "Access Control and Density Based Notion of Clusters", International Journal of Scientific Research in Science and Technology (IJSRST), Online ISSN : 2395-602X, Print ISSN : 2395-6011, Volume 1 Issue 3, pp. 215-220, July-August 2015.
  24. Sudheer Kumar Shriramoju, “Review on NoSQL Databases and Key Advantages of Sharepoint”, International Journal of Innovative Research in Science, Engineering and Technology, ISSN(Online): 2319-8753, ISSN (Print): 2347-6710, Vol. 7, Issue 11, November 2018.
  25. Sudheer Kumar Shriramoju, “Capabilities and Impact of SharePoint On Business”, International Journal of Scientific Research in Computer Science, Engineering and Information Technology (IJSRCSEIT), ISSN : 2456-3307, Volume 2, Issue 6, November-December-2017.
  26. Sudheer Kumar Shriramoju, “Security Level Access Error Leading to Inference and Mining Sequential Patterns”, International Journal of Scientific Research in Science, Engineering and Technology, Volume 2, Issue 4, July-August 2016
  27. Sudheer Kumar Shriramoju, “An Overview on Database Vulnerability and Mining Changes from Data Streams”, International Journal of Information Technology and Management, Vol. VII, Issue No. IX, August-2014
  28. Sudheer Kumar Shriramoju, “A Comprehensive Review on Database Security Threats and Visualization Tool for Safety Analyst”, International Journal of Physical Education and Sports Sciences, Vol. 14, Issue No. 3, June-2019
  29. Sudheer Kumar Shriramoju, “Integrating Information from Heterogeneous Data Sources and Row Level Security”, Journal of Advances and Scholarly Researches in Allied Education, Vol. IV, Issue No. VIII, October-2012
  30. Sudheer Kumar Shriramoju,, “A Review on Database Security and Advantages of Database Management System”, Journal of Advances in Science and Technology, Vol. V, Issue No. X, August-2013
  31. Sudheer Kumar Shriramoju, “Cloud computing service models towards authentication in cloud”, International Journal of Research and Applications, Volume 7, Issue 25, Jan-Mar 2020
  32. Sudheer Kumar Shriramoju, “Security Challenges of Service and Deployment Models”, International Journal of Scientific Research in Science and Technology, Volume 4, Issue 8, May-June 2018
  33. Sudheer Kumar Shriramoju, “A REVIEW ON DIFFERENT TYPES OF VIRTUALIZATION AND HYPERVISOR”, Alochana Chakra Journal, Volume VIII, Issue II, February 2019
  34. Sudheer Kumar Shriramoju, “Cloud security - A current scenario and characteristics of cloud computing”, International Journal of Research and Applications, Volume 5, Issue 18, Apr-Jun 2018
  35. Sudheer Kumar Shriramoju, “SECURITY ISSUES, THREATS AND CORE CONCEPTS OF CLOUD COMPUTING”, Airo International Research Journal, Volume IX, Feb 2017.
  36. Malyadri. K, “Architecture and Components of Cloud-Based ML Framework”, International Journal of Advanced Research in Electrical, Electronics and Instrumentation Engineering, Vol. 8, Issue 1, January 2019
  37. Malyadri. K, “An Overview towards the Different Types of Security Attacks", International Journal of Innovative Research in Computer and Communication Engineering, Vol. 2, Issue 8, August 2014
  38. Malyadri. K, “Security Threats, Security Vulnerabilities and Advance Network Security Policies”, International Journal of Innovative Research in Science, Engineering and Technology, Vol. 2, Issue 9, September 2013
  39. Malyadri. K, “Need for Key Management in Cloud and Comparison of Various Encryption Algorithm”, International Journal of Scientific Research in Computer Science, Engineering and Information Technology , volume 1, issue 1, July-August 2016
  40. Malyadri. K, “Cloud-Based Ml Framework Working with Analytic Tools”, International Journal of Scientific Research in Science and Technology, Volume 6, Issue 6, November-December-2019
  41. Malyadri. K, “Integration of Appropriate Analytic tools towards Mobile Technology Development”, International Journal of Innovative Research in Computer and Communication Engineering, Vol. 6, Issue 6, June 2018
  42. Malyadri. K,“A STUDY ON EXPERIENCES ANDLIMITATIONS OF MOBILE COMMUNICATION”, Alochana Chakra Journal, Volume VI, Issue VIII, August 2017
  43. Malyadri. K, PUSHPAVATHI MANNAVA, “A COMPREHENSIVE REVIEW ON MOBILE E-SERVICETECHNOLOGY”, Alochana Chakra Journal, Volume IX, Issue II, 2020
  44. Malyadri. K,“CHALLENGES CONCERNING MOBILEDEVELOPMENT AND MODEL-DRIVEN DEVELOPMENT OF MOBILE APPS”, Airo International Research Journal, volume XVI, Nov 2018
  45. Malyadri, N. Surya Teja, “Related technologies and the role of mobile app development life cycle”, International Journal of Research and Applications, Volume 5, Issue 17, Jan-Mar 2018.
  46. Malyadri K, Surya Teja N, “Key characteristics of mobile applications and trends in mobile app Industry”, International Journal of Research and Applications, Volume 7, Issue 25, 2020.

International Journal of Scientific Research in Science, Engineering and Technology

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Published

2020-01-30

Issue

Volume 7, Issue 1, January-February-2020

Section

Research Articles

License

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This work is licensed under a Creative Commons Attribution 4.0 International License.

How to Cite

[1]
Rakesh Rojanala, " Cloud-Based ML Framework Built Using Apache Ecosystem, International Journal of Scientific Research in Science, Engineering and Technology(IJSRSET), Print ISSN : 2395-1990, Online ISSN : 2394-4099, Volume 7, Issue 1, pp.334-340, January-February-2020.