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Data Scientists
Jack of all trades
Venkat Reddy . Konasani
VenkatReddyKonasani
http://www.slideshare.net/21_venkat
1
Data Scientist - FAQs
• Who is a data scientist?
• What it takes to be a data scientist?
• What are the main skills required to be a data scientist?
• What are the most widely used tools by data scientists?
• What is the difference between a data analyst and a data
scientist?
• I work on data, can I call myself as a data scientist?
• I know Hadoop, am I a data scientist?
We will try to get answers to few questions….
VenkatReddyKonasani
http://www.slideshare.net/21_venkat
2
Four main Skills
VenkatReddyKonasani
http://www.slideshare.net/21_venkat
3
Database
Analytics
Bigdata Presentation
The Techniques
Database
Knowledge
•Data base
Management
•Data blending
•Querying
•Data manipulations
Predictive
Analytics
•Basic descriptive
statistics
•Advanced analytics
•Predictive modeling
Big Data
knowledge
•Big Data analytics
•Machine learning
•Unstructured data
analysis
Presentation
Skill
•Data visualizations
•Report design
•Insights presentation
VenkatReddyKonasani
http://www.slideshare.net/21_venkat
4
The Tools
VenkatReddyKonasani
http://www.slideshare.net/21_venkat
5
Database tools
• SQL/MySql
• OLAP cubes
• Teradata
• DB2/Sql Server/ Oracle/
Informix/Exadata
Analytical tools
• SAS/R/SPSS
• Text Miner/ KXEN
Big Data Tools
• Hadoop, Hive, Pig, Sqoop,
Flume, Mahout
• Python and Ruby Languages
• Matlab/octave/Scikit
Presentation
Tools
• Excel
• Tableau /Qlikview
How do I become a data scientist
VenkatReddyKonasani
http://www.slideshare.net/21_venkat
6
Database
Developers
• Learn analytics and
predictive modeling
• Then go to Bigdata tools
• Visualization skills can be
improved in the end
Data Analysts
• You must be having
sufficient database
knowledge
• Focus on Bigdata tools &
techniques
• Then go to visualizations
Big Data
Developers
• Start with basic database
management skills
• Learn analytical techniques
and their implementation
Reporting
Analyst
• You must be having
database knowledge
• Learn analytics and
predictive modeling
• Finally to go to Bigdata
tools
Some Basics
• What is Bigdata analytics?
http://www.slideshare.net/21_venkat/basics-of-bigdata
• What is Predictive Modeling?
http://www.slideshare.net/21_venkat/introduction-to-predictive-
modeling-v1
• Introduction to R http://www.slideshare.net/21_venkat/express-
introduction-to-r
• Other Analytics PPTs
http://www.slideshare.net/21_venkat/presentations
VenkatReddyKonasani
http://www.slideshare.net/21_venkat
7
Thank You
VenkatReddyKonasani
http://www.slideshare.net/21_venkat
8
Image Sources
• http://www.coolinfographics.com/blog/tag/social?currentPage=5
• http://blog.kurtosys.com/data-visualization-marketing-reporting/
VenkatReddyKonasani
http://www.slideshare.net/21_venkat
9

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Data Scientist - Skills, Tools, Techniques & Career path

  • 1. Data Scientists Jack of all trades Venkat Reddy . Konasani VenkatReddyKonasani http://www.slideshare.net/21_venkat 1
  • 2. Data Scientist - FAQs • Who is a data scientist? • What it takes to be a data scientist? • What are the main skills required to be a data scientist? • What are the most widely used tools by data scientists? • What is the difference between a data analyst and a data scientist? • I work on data, can I call myself as a data scientist? • I know Hadoop, am I a data scientist? We will try to get answers to few questions…. VenkatReddyKonasani http://www.slideshare.net/21_venkat 2
  • 4. The Techniques Database Knowledge •Data base Management •Data blending •Querying •Data manipulations Predictive Analytics •Basic descriptive statistics •Advanced analytics •Predictive modeling Big Data knowledge •Big Data analytics •Machine learning •Unstructured data analysis Presentation Skill •Data visualizations •Report design •Insights presentation VenkatReddyKonasani http://www.slideshare.net/21_venkat 4
  • 5. The Tools VenkatReddyKonasani http://www.slideshare.net/21_venkat 5 Database tools • SQL/MySql • OLAP cubes • Teradata • DB2/Sql Server/ Oracle/ Informix/Exadata Analytical tools • SAS/R/SPSS • Text Miner/ KXEN Big Data Tools • Hadoop, Hive, Pig, Sqoop, Flume, Mahout • Python and Ruby Languages • Matlab/octave/Scikit Presentation Tools • Excel • Tableau /Qlikview
  • 6. How do I become a data scientist VenkatReddyKonasani http://www.slideshare.net/21_venkat 6 Database Developers • Learn analytics and predictive modeling • Then go to Bigdata tools • Visualization skills can be improved in the end Data Analysts • You must be having sufficient database knowledge • Focus on Bigdata tools & techniques • Then go to visualizations Big Data Developers • Start with basic database management skills • Learn analytical techniques and their implementation Reporting Analyst • You must be having database knowledge • Learn analytics and predictive modeling • Finally to go to Bigdata tools
  • 7. Some Basics • What is Bigdata analytics? http://www.slideshare.net/21_venkat/basics-of-bigdata • What is Predictive Modeling? http://www.slideshare.net/21_venkat/introduction-to-predictive- modeling-v1 • Introduction to R http://www.slideshare.net/21_venkat/express- introduction-to-r • Other Analytics PPTs http://www.slideshare.net/21_venkat/presentations VenkatReddyKonasani http://www.slideshare.net/21_venkat 7
  • 9. Image Sources • http://www.coolinfographics.com/blog/tag/social?currentPage=5 • http://blog.kurtosys.com/data-visualization-marketing-reporting/ VenkatReddyKonasani http://www.slideshare.net/21_venkat 9