SIGN IN YOUR ACCOUNT TO HAVE ACCESS TO DIFFERENT FEATURES

FORGOT YOUR PASSWORD?

FORGOT YOUR DETAILS?

AAH, WAIT, I REMEMBER NOW!
Need Help? Email [email protected]
  • LOGIN

E-SPIN Group

CONTACT US / GET A QUOTE
  • No products in cart.
  • HOME
  • PROFILE
    • Corporate Profile
    • About us
    • Customer Overview
    • Investor Relations
    • Procurement
  • GLOBAL THEMES
    • Artificial Intelligence (AI)
    • Big Data
    • Blockchain
    • Cloud Computing
    • Cognitive Computing
    • Cyber Security
    • DevSecOps
    • Digital Transformation (DT)
    • Modern Workplace
    • Internet of Things (IoT)
    • Quantum Computing
    • More theme and feature topics
  • SOLUTIONS
    • Application Security
    • DevSecOps
    • Digital Forensics
    • IT Operations Management (ITOM)
    • Malware Analysis and Reverse Engineering
    • Network Management System (NMS)
    • Network Operation (NetOps)
    • Network Performance Monitoring and Diagnostics (NPMD)
    • Penetration Testing
    • Secure Development
    • Security Information & Event Management (SIEM)
  • INDUSTRIES
    • Aerospace & Defense
    • Automotive
    • Banking & Financial Markets
    • Chemical & Petroleum
    • Commercial and Professional Services
    • Construction & Real Estate
    • Consumer Products
    • Education
    • Electronics
    • Energy & Utilities
    • Food & Beverage
    • Information Technology
    • Insurance
    • Healthcare
    • Goverment
    • Telecommunications
    • Transportation
    • Travel
    • Manufacturing
    • Media & Entertainment
    • Mining & Natural Resources
    • Life Sciences
    • Retail
  • PRODUCTS
    • Brand Overview
      • Acunetix
      • E-Lock
      • Hex-Rays
      • Immunity
      • Progress | Ipswitch
      • Metageek
      • Qualys
      • Parasoft
      • Tenable
      • Titania
      • Veracode
    • Rest of Brands
      • Adobe
      • BeyondTrust
      • Core Security
      • DefenseCode
      • HCL
      • ImmuniWeb
      • LiveAction
      • McAfee
      • Micro Focus
      • Microsoft
        • Microsoft Surface
      • Netsparker
      • Nutanix
      • Paessler
      • PECB
      • Portswigger
      • Red Hat
      • Riverbed
      • RSA
      • Solarwinds
      • TamoSoft
      • Trend Micro
      • TSFactory
      • Trustwave
      • VMware
      • VanDyke
      • Visiwave
    • Services Overview
    • Line Card
  • e-STORE
    • e-STORE
    • eSTORE Guide
    • SUPPORT
  • CAREERS
    • Careers
    • Culture, Values and CSR
    • How We Hire
    • Job Openings
  • BLOG / NEWS
    • Blogs and News
    • Resources Library
    • Calendar of Events
  • CONTACT
  • Home
  • Global Themes and Feature Topics
  • Software Tool For Handling Big Data
Retina CS Technical Overview by E-SPIN, Main aspects of the General Data Protection Regulation
0
E-SPIN
Monday, 13 November 2017 / Published in Global Themes and Feature Topics, Solution

Software Tool For Handling Big Data

There are many software tool for handling big data to help in achieving these goals and help data scientists to process data for analyzing them. Many new languages, frameworks and data storage technologies have emerged that supports handling of big data.

R : is an open-source statistical computing language that provides a wide variety of statistical and graphical techniques to derive insights from the data. It has an effective data handling and storage facility and supports vector operations with a suite of operators for faster processing. It has all the features of a standard programming language and supports conditional arguments, loops, and user-defined functions. R is supported by a huge number of packages through Comprehensive R Archive Network(CRAN). It is available on Windows, Linux, and Mac platforms. It has a strong documentation for each package. It has a strong support for data munging, data mining and machine learning algorithms along with a good support for reading and writing in distributed environment, which makes it appropriate for handling big data. However, the memory management, speed, and efficiency are probably the biggest challenge faced by R. R Studio is an Integrated Development Environment that is developed for programming in R language. It is distributed for standalone Desktop machines as well as it supports client-server architecture, which can be accessed from any browser.

Python : is yet another popular programming language, which is open source and is supported by Windows, Linux and Mac platforms. It hosts thousands of packages from third-party or community contributed modules. NumPy, Scikit, and Pandas support some of the popular packages for machine learning and data mining for data preprocessing, computing and modeling. NumPy is the base package for scientific computing. It adds support for large, multi-dimensional arrays and matrices with Python. Scikit supports classification, regression, clustering, dimensionality reduction, feature selection, and preprocessing and model selection algorithms. Pandas help in data mungingand preparation for data analysis and modeling. It has strong support for graph analysis with its NetworkX library and nltk for text analytics and Natural language processing. Python is very user-friendly and great for quick and dirty analysis on a problem. It also integrates well with spark through the pyspark library.

Scala : is an object-oriented language and has an acronym for “Scalable Language”. The object and every operation in Scala is a method-call, just like any object-oriented language. It requires java virtual machine environment. Spark, an in-memory cluster computing framework is written in Scala. Scala is becoming popular programming tool for handling big data problems.

Apache Spark : is an in-memory cluster computing technology designed for fast computation, which is implemented in Scala. It uses Hadoop for storage purpose as it has its own cluster management capability. It provides built-in APIs for Java, Scala, and Python. Recently, it has also started supporting R. It comes with 80 high-level operators for interactive querying. The in-memory computation is supported with its Resilient Distributed Data(RDD) framework, which distributes the data frame into smaller chunks on different machines for faster computation. It also supports Map and Reduce for data processing. It supports SQL, data streaming, graph processing algorithms and machine learning algorithms. Though Spark can be accessed with Python, Java, and R, it has a strong support for Scala and is more stable at this point of time. It supports deep learning with sparkling water in H2O.

Apache Hive : is an open source platform that provides facilities for querying and managing large dataset residing in distributed storage (For example, HDFS). It is similar to SQL and it is called as HiveQL. It uses Map Reduce for processing the queries and also supports developers to plug in their custom mapper and reducer codes when HiveQL lacks in expressing the desired logic.

Apache Pig : is a platform that allows analysts to analyzing large data sets. It is a high-level programming language, called as Pig Latin for creating MapReduce programs that requires Hadoop for data storage. The Pig Latin code is extended with the help of User-Defined Functions that can be written in Java, Python and few other languages. It is amenable to substantial parallelization, which in turns enables them to handle very large data sets.

Amazon Elastic Compute Cloud(EC2) : is a web service that provides compute capacity over the cloud. It gives full control of the computing resources and allows developers to run their computation in the desired computing environment. It is one of the most successful cloud computing platform. It works on the principle of the pay-as you-go model.

Feel free to contact E-SPIN for Big Data monitoring and Big Data Security from vulnerability assessment, continuous activity monitoring to Big Data application performance monitoring.

Tagged under: Application Performance Monitoring, Big Data, Database Activity Management (DAM), Database Security

What you can read next

Multi-Factor Authentication
Wireless Site Survey as a Service Technical Overview by E-SPIN
Why Digital Transformation matters most in global coronavirus outbreak
Channels of Multiexperience

Leave a Reply Cancel reply

Your email address will not be published. Required fields are marked *

Recent Posts

  • IoC related to threat and vulnerability management

    More and more enterprise customers are now payi...
  • Operations in the next normal

    Operations in the next normal, it is time to re...
  • Top 4 Digital Technologies trends in Retail Industry

    Advantages of Composite AI Approach in Industries

    What are the advantages of Composite AI approac...
  • Composite AI Approach is a Key to Good Business

    Composite AI approach is a key to good business...
  • E-SPIN Seasonal Greeting Happy Ramadan 2021

    E-SPIN Group would like to take this season gre...

Recent Comments

  • Dorai M on 5 Common ML Challenges Data Scientists Face

Archives

  • April 2021
  • March 2021
  • February 2021
  • January 2021
  • December 2020
  • November 2020
  • October 2020
  • September 2020
  • August 2020
  • July 2020
  • June 2020
  • May 2020
  • April 2020
  • March 2020
  • February 2020
  • January 2020
  • December 2019
  • November 2019
  • October 2019
  • September 2019
  • August 2019
  • July 2019
  • June 2019
  • May 2019
  • April 2019
  • March 2019
  • February 2019
  • January 2019
  • December 2018
  • November 2018
  • October 2018
  • September 2018
  • August 2018
  • July 2018
  • June 2018
  • May 2018
  • April 2018
  • March 2018
  • February 2018
  • January 2018
  • December 2017
  • November 2017
  • October 2017
  • September 2017
  • August 2017
  • July 2017
  • June 2017
  • May 2017
  • March 2017
  • January 2017
  • December 2016
  • November 2016
  • October 2016
  • September 2016
  • August 2016
  • July 2016
  • June 2016
  • May 2016
  • April 2016
  • March 2016
  • February 2016
  • January 2016
  • December 2015
  • November 2015
  • October 2015
  • September 2015
  • August 2015
  • July 2015
  • June 2015
  • January 2015
  • December 2014
  • October 2014
  • September 2014
  • July 2014
  • June 2014
  • May 2014
  • April 2014
  • March 2014
  • February 2014
  • January 2014
  • December 2013
  • November 2013
  • October 2013
  • September 2013
  • July 2013
  • June 2013
  • May 2013
  • April 2013
  • March 2013
  • February 2013
  • January 2013
  • December 2012
  • November 2012
  • October 2012
  • September 2012
  • August 2012
  • July 2012
  • June 2012
  • May 2012
  • February 2012
  • July 2011
  • June 2011
  • February 2009
  • July 2008

Categories

  • Acunetix
  • Adobe
  • Aerospace and Defence
  • AppSec Labs
  • Automotive
  • Banking and Financial Markets
  • BeyondTrust
  • Brand
  • Chemical and petroleum
  • Codified Security
  • Commercial and Professional Services
  • Construction and Real Estate
  • Consumer products
  • Contact Us
  • Core Impact
  • Core Security
  • DefenseCode
  • E-Lock
  • Education
  • Electronics
  • Energy and utilities
  • FAQ
  • Food and Beverage (F&B)
  • GFI
  • Global Themes and Feature Topics
  • Government
  • HCL
  • Healthcare
  • Hex-Rays
  • IBM
  • Immunity
  • ImmuniWeb
  • Industries
  • Information Technology
  • Insurance
  • Ipswitch
  • Job
  • Life Science
  • LiveAction
  • Logpoint
  • Manufacturing
  • McAfee
  • Media and Entertainment
  • Metageek
  • Micro Focus
  • Microsoft
  • Mining and Natural Resources
  • Nessus
  • Netsparker
  • News
  • Nutanix
  • Paessler
  • Parasoft
  • PECB
  • PortSwigger
  • Pradeo
  • Product
  • Qualys
  • Rapid7
  • RedHat
  • Retail
  • Retina
  • Riverbed
  • RSA
  • Security Innovation
  • Security Roots
  • Services
  • SILICA
  • Smart City
  • Soft Activity
  • SolarWinds
  • Solution
  • Symantec
  • TamoSoft
  • Telecommunications
  • Tenable
  • Titania
  • Transportation
  • Travel
  • Trend Micro
  • Trustwave
  • TSFactory
  • Uncategorized
  • Vandyke
  • Veracode
  • Videos
  • VisiWave
  • VMware
  • Webinar Archive

Meta

  • Log in
  • Entries feed
  • Comments feed
  • WordPress.org

CORPORATE

  • Profile
  • About us
  • Careers
  • Investor Relations
  • Procurement

SOLUTIONS & PRODUCTS

  • Industries
  • Solutions
  • Products
  • Brand Overview
  • Services

STORE & SUPPORT

  • Shop
  • Cart
  • Checkout
  • My Account
  • Support

PRODUCTS & SERVICES

  • Industries
  • Solutions
  • Products
  • Brand Overview
  • Services

FOLLOW US

  • Facebook
  • Twitter
  • Pinterest
  • LinkedIn
  • YouTube
  • WordPress Blog
© 2005 - 2021 E-SPIN Group of Companies | All rights reserved.
  • Contact
  • Privacy
  • Terms of use
TOP