This training course helps Solution Architects and other IT practitioners understand the value proposition, methodology, and techniques of the emerging discipline of Data Science. The class also introduces the students to a number of existing production-ready technologies and capabilities that enable enterprises to build cost-efficient Big Data processing solutions.
OBJECTIVES
This intensive training course provides theoretical and technical aspects of Data Science and Business Analytics. The course covers the fundamental and advanced concepts and methods of deriving business insights from raw data using cost-effective data processing solutions. The course is supplemented by hands-on labs that help attendees reinforce their theoretical knowledge of the learned material.
TOPICS
Course Outline
1. APPLIED DATA SCIENCE
2. DATA ANALYTICS LIFE-CYCLE PHASES
3. GETTING STARTED WITH R
4. R STATISTICAL COMPUTING FEATURES
5. DATA SCIENCE ALGORITHMS AND ANALYTICAL METHODS
6. TEXT MINING
7. WHAT IS NOSQL?
8. MAPREDUCE OVERVIEW
9. HADOOP OVERVIEW
10. HADOOP DISTRIBUTED FILE SYSTEM OVERVIEW
11. MAPREDUCE WITH HADOOP
12. APACHE PIG SCRIPTING PLATFORM
13. APACHE PIG RELATIONAL AND EVAL OPERATORS
14. HIVE
15. HIVE COMMAND-LINE INTERFACE
16. HIVE DATA DEFINITION LANGUAGE
17. APACHE SQOOP
18. INTRODUCTION TO FUNCTIONAL PROGRAMMING
19. INTRODUCTION TO APACHE SPARK
20. THE SPARK SHELL
21. SPARK RDDS
22. PARALLEL DATA PROCESSING WITH SPARK
23. THE SPARK MACHINE LEARNING LIBRARY
LAB EXERCISES
Audience
Enterprise Architects, Solution Architects, Information Technology Architects, Business Analysts, Senior Developers, and Team Leads PREREQUISITES Participants should have the general knowledge of statistics and programming
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View course detailsCollege Credit, CEUs, PDUs and CDUs
When you take courses with the Babbage Simmel, be sure you get the credit you deserve. Curriculum offered by Babbage Simmel can earn you college credit, CEUs, PDUs or CDUs.
College Credit
Select curriculum offered by Babbage Simmel can be utilized for College Credit. For questions please E-Mail: info@babsim.com or call 614-481-4345.
Continuing Education Units (CEUs)
Continuing Education Units (CEUs) are nationally recognized standard units of measurement earned for satisfactory completion of qualified programs of continuing education. If you need more information about CEUs, please E-Mail: info@babsim.com or call 614-481-4345.
Professional Development Units (PDUs)
Professional Development Units (PDUs) can be issued by PMI® for formal learning activities related to project management. Project Management Professionals (PMPs®) are required to earn a minimum of 60 PDUs every 3 years to maintain certification. For more information about this program go to the PMI® web site or call 1-855 746 4849.
Continuing Development Units (CDUs)
CDUs may be earned by attending professional development (e.g. courses, seminars) offered by organizations endorsed by IIBA® and designated as an EEP vendor. As an IIBA Endorsed Education Provider (EEP) Babbage Simmel's IIBA® endorsed courses qualify for CDU credit. For more information about CDUs go the IIBA® web site or call 1-647-426-3735.
Our babsimLIVE distance learning brings the classroom learning experience to you by seating you virtually into a real-life instructor-led classroom taught by award winning world-class instructors with other IT professionals like yourself. From the comfort of your home, workplace, or at the Babbage Simmel Columbus Campus, you acquire the training you need, when you want it, in the environment that is most comfortable for you to be successful.