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What is Data Science?
All of us enjoy binge watching
shows on Netflix!
What is Data Science?
All of us enjoy binge watching
shows on Netflix!
Did you know that Data
Science is extensively
used at Netflix?
What is Data Science?
Netflix analyzes users’
behavior from hundreds of
shows to create the best
recommendations for
everyone
They measured user engagement and retention on various
shows. *
They even applied advanced metrics including:
* Source: https://blog.kissmetrics.com/how-netflix-uses-analytics/
When you
pause, rewind or
fast forward
What day you
watch content
What time you
watch which
content
Where you watch
(zip code)
The ratings given
Browsing and
scrolling
behavior
When and why
you leave
content
Searches (about 3
million per day)
What device you
watch on
What is Data Science?
Netflix uses Data Science to show better movie and show
recommendations to its users and also create better shows for
them
Netflix analyzes users’
behavior from hundreds of
shows to create the best
recommendations for
everyone
What is Data Science?
“There are 33 million different
versions of Netflix.”
– Joris Evers,
Director of Global Communications
What is Data Science?
“There are 33 million different
versions of Netflix.”
– Joris Evers,
Director of Global Communications
All these exist due to
personalization to
suit your exact
needs!
What is Data Science?
the popular show House of
Cards was completely
developed using Data
Science and Big Data
Oh by the way,
What is Data Science?
Data Science is the area of study which involves extracting
knowledge from all the data you can gather
What is Data Science?
Now that we
understood what Data
Science is, let us see
what a Data Scientist
does!
Brief History of Artificial Intelligence
The word ‘Artificial
Intelligence’ coined by John
McCarthy
‘Shakey’ was the first general
purpose mobile robot built
Supercomputer ‘Deep blue’ was
designed which defeated the
world Chess champion in a game
First commercially successful
robotic vacuum cleaner
created
Speech recognition, RPA,
dancing robots, smart homes
and many more to come from
AI
1956 1969 1997 2002 2005-2018
Skills required to be a
Data Scientist
Skills required to be a Data Scientist
Statistics
Programming
Tools
Data Visualization
Data Wrangling
Machine LearningBig Data
Database
Knowledge
A Data Scientist needs
to have the following 7
skills:
Skills required to be a Data Scientist
Statistics
Programming
Tools
Data Visualization
Data Wrangling
Machine LearningBig Data
Database
Knowledge
1. Database Knowledge
Database
Knowledge
Skill 1: Gain Database knowledge which is required to store and analyze
data
Tools required
2. Statistics
Statistics
Learn statistics, probability and mathematical analysis
Statistics is the science concerned with developing and
studying methods for collecting, analyzing, interpreting and
presenting empirical data
PROBABILITY
Skill 2:
3. Programming
Programming
Programming Tools such as R, Python, SAS are very important to
perform analytics in data
 Python is an open source
general purpose
programming language
 Python libraries like NumPy
and SciPy are used in Data
Science
Master one programming languageSkill 3:
 SAS can mine, alter,
manage and retrieve data
from a variety of sources
 Can perform statistical
analysis on the data
 R is a free software
environment for statistical
computing and graphics
 Supports most Machine
Learning algorithms for
Data Analytics like
regression, association,
clustering, etc.
4. Data Wrangling
Data Wrangling
Data Wrangling involves:
Cleaning Data
Manipulating
Data
Organizing Data
Learn how to wrangle dataSkill 4:
5. Machine Learning
Machine Learning
Master the concepts of Machine LearningSkill 5:
Machine Learning provides systems the ability to automatically learn and
improve from experience without being explicitly programmed to
5. Machine Learning
Machine Learning
Machine Learning can be achieved through various algorithms such as Regression,
Naive Bayes, SVM, K Means Clustering, KNN and Decision Tree algorithms to name a
few
KNN Linear Regression Decision Tree
6. Big Data
Big Data
Big Data is a term to describe large and complex data which can’t be dealt
with traditional data processing software
Have a working knowledge of Big Data toolsSkill 6:
7. Data Visualization
Data Visualization
Data Visualization involves integrating different datasets, analyzing models and
visualizing them in the form of diagrams, charts and graphs
Develop the ability to visualize resultsSkill 7:
Brief History of Artificial Intelligence
The word ‘Artificial
Intelligence’ coined by John
McCarthy
‘Shakey’ was the first general
purpose mobile robot built
Supercomputer ‘Deep blue’ was
designed which defeated the
world Chess champion in a game
First commercially successful
robotic vacuum cleaner
created
Speech recognition, RPA,
dancing robots, smart homes
and many more to come from
AI
1956 1969 1997 2002 2005-2018
Job roles in Data Science
Job roles in Data Science
Data Scientist Data Engineer Data Architect
Data Analyst Business Analyst Data Administrator
Job roles in Data Science
Data Scientist
Data Engineer Data Architect
Data Analyst Business Analyst Data Administrator
Job roles in Data Science
Data
Scientist
Create data driven business
solutions and analytics
Drive optimization and
improvement of product
development
Use predictive modeling to
increase and optimize
customer experiences,
revenue generation, ad
targeting, etc.
Coordinate with different
functional teams to implement
models and monitor outcomes
Salary
USD 120,931
Responsibilities
Salary source: www.glassdoor.com
Job roles in Data Science
Data Scientist
Data Engineer
Data Architect
Data Analyst Business Analyst Data Administrator
Job roles in Data Science
Data
Engineer
Assemble large complex data
sets
Identify, design, and
implement internal process
improvements
Build infrastructure required
for optimal extraction,
transformation, and loading of
data
Build analytics tools that utilize
the data pipeline
Salary
USD 137,776
Responsibilities
Salary source: www.glassdoor.com
Job roles in Data Science
Data Scientist Data Engineer
Data Architect
Data Analyst Business Analyst Data Administrator
Job roles in Data Science
Data
Architect
Develop database solutions
Install and configure
information systems
Analyze structural
requirements for new software
and applications
Migrate data from legacy
systems to new solutions
Salary
USD 112,764
Responsibilities
Salary source: www.glassdoor.com
Job roles in Data Science
Data Scientist Data Engineer Data Architect
Data Analyst
Business Analyst Data Administrator
Job roles in Data Science
Interpreting data, analyzing
results using statistical
techniques
Acquiring data from primary or
secondary data sources and
maintaining databases
Developing
and implementing data
analyses, data collection
systems and other strategies
Work with management to
prioritize business and
information needs
Salary
USD 65,470
Responsibilities
Data
Analyst
Salary source: www.glassdoor.com
Job roles in Data Science
Data Scientist Data Engineer Data Architect
Data Analyst
Business Analyst
Data Administrator
Job roles in Data Science
Assisting the business
with planning and monitoring
Eliciting and organizing
requirements
Validate resource
requirements and develop
cost estimate models
Create informative, actionable
and repeatable reporting
Salary
USD 70,170
Responsibilities
Business
Analyst
Salary source: www.glassdoor.com
Job roles in Data Science
Data Scientist Data Engineer Data Architect
Data Analyst Business Analyst
Data Administrator
Job roles in Data Science
Assisting in database design
and updating existing
databases
Setting up and testing new
database and data handling
systems
Sustaining the security and
integrity of data
Creating complex query
definitions that allow data to
be extracted
Salary
USD 54,364
Responsibilities
Data
Administrator
Salary source: www.glassdoor.com
Comparing various jobs on skills required
Data
Analyst
Data
Architect
Data
Engineer
Business
Analyst
Programming Tools
Data Visualization & Communication
Database Knowledge
Statistics
Data Wrangling
Machine Learning
Software Engineering
Mathematics & Linear Algebra
Not that
important
Somewhat
important
Very
important
Data
Administrator
Data
Scientist
Brief History of Artificial Intelligence
The word ‘Artificial
Intelligence’ coined by John
McCarthy
‘Shakey’ was the first general
purpose mobile robot built
Supercomputer ‘Deep blue’ was
designed which defeated the
world Chess champion in a game
First commercially successful
robotic vacuum cleaner
created
Speech recognition, RPA,
dancing robots, smart homes
and many more to come from
AI
1956 1969 1997 2002 2005-2018
Simplilearn Certifications in
Data Science
Simplilearn Certifications in Data Science
Data Scientist
Certification
Data Science with SAS Training
Data Science Certification Training - R Programming
Big Data Hadoop and Spark Developer
Data Science with Python
Business Analytics with Excel
Machine Learning
Deep Learning with TensorFlow
Courses covered:
*Masters Program
Simplilearn Certifications in Data Science
Integrated program in
Big Data and Data
Science
Data Science Certification Training - R Programming
Big Data Hadoop and Spark Developer
Tableau Desktop 10 Qualified Associate Training
Data Science with Python
Machine Learning
Courses covered:
*Masters Program
So what’s
your next step?

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How to Become a Data Scientist | 7 Skills of a Data Scientist | Data Scientist Career | Simplilearn

  • 1.
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  • 5. What is Data Science? All of us enjoy binge watching shows on Netflix!
  • 6. What is Data Science? All of us enjoy binge watching shows on Netflix! Did you know that Data Science is extensively used at Netflix?
  • 7. What is Data Science? Netflix analyzes users’ behavior from hundreds of shows to create the best recommendations for everyone They measured user engagement and retention on various shows. * They even applied advanced metrics including: * Source: https://blog.kissmetrics.com/how-netflix-uses-analytics/ When you pause, rewind or fast forward What day you watch content What time you watch which content Where you watch (zip code) The ratings given Browsing and scrolling behavior When and why you leave content Searches (about 3 million per day) What device you watch on
  • 8. What is Data Science? Netflix uses Data Science to show better movie and show recommendations to its users and also create better shows for them Netflix analyzes users’ behavior from hundreds of shows to create the best recommendations for everyone
  • 9. What is Data Science? “There are 33 million different versions of Netflix.” – Joris Evers, Director of Global Communications
  • 10. What is Data Science? “There are 33 million different versions of Netflix.” – Joris Evers, Director of Global Communications All these exist due to personalization to suit your exact needs!
  • 11. What is Data Science? the popular show House of Cards was completely developed using Data Science and Big Data Oh by the way,
  • 12. What is Data Science? Data Science is the area of study which involves extracting knowledge from all the data you can gather
  • 13. What is Data Science? Now that we understood what Data Science is, let us see what a Data Scientist does!
  • 14. Brief History of Artificial Intelligence The word ‘Artificial Intelligence’ coined by John McCarthy ‘Shakey’ was the first general purpose mobile robot built Supercomputer ‘Deep blue’ was designed which defeated the world Chess champion in a game First commercially successful robotic vacuum cleaner created Speech recognition, RPA, dancing robots, smart homes and many more to come from AI 1956 1969 1997 2002 2005-2018 Skills required to be a Data Scientist
  • 15. Skills required to be a Data Scientist Statistics Programming Tools Data Visualization Data Wrangling Machine LearningBig Data Database Knowledge A Data Scientist needs to have the following 7 skills:
  • 16. Skills required to be a Data Scientist Statistics Programming Tools Data Visualization Data Wrangling Machine LearningBig Data Database Knowledge
  • 17. 1. Database Knowledge Database Knowledge Skill 1: Gain Database knowledge which is required to store and analyze data Tools required
  • 18. 2. Statistics Statistics Learn statistics, probability and mathematical analysis Statistics is the science concerned with developing and studying methods for collecting, analyzing, interpreting and presenting empirical data PROBABILITY Skill 2:
  • 19. 3. Programming Programming Programming Tools such as R, Python, SAS are very important to perform analytics in data  Python is an open source general purpose programming language  Python libraries like NumPy and SciPy are used in Data Science Master one programming languageSkill 3:  SAS can mine, alter, manage and retrieve data from a variety of sources  Can perform statistical analysis on the data  R is a free software environment for statistical computing and graphics  Supports most Machine Learning algorithms for Data Analytics like regression, association, clustering, etc.
  • 20. 4. Data Wrangling Data Wrangling Data Wrangling involves: Cleaning Data Manipulating Data Organizing Data Learn how to wrangle dataSkill 4:
  • 21. 5. Machine Learning Machine Learning Master the concepts of Machine LearningSkill 5: Machine Learning provides systems the ability to automatically learn and improve from experience without being explicitly programmed to
  • 22. 5. Machine Learning Machine Learning Machine Learning can be achieved through various algorithms such as Regression, Naive Bayes, SVM, K Means Clustering, KNN and Decision Tree algorithms to name a few KNN Linear Regression Decision Tree
  • 23. 6. Big Data Big Data Big Data is a term to describe large and complex data which can’t be dealt with traditional data processing software Have a working knowledge of Big Data toolsSkill 6:
  • 24. 7. Data Visualization Data Visualization Data Visualization involves integrating different datasets, analyzing models and visualizing them in the form of diagrams, charts and graphs Develop the ability to visualize resultsSkill 7:
  • 25. Brief History of Artificial Intelligence The word ‘Artificial Intelligence’ coined by John McCarthy ‘Shakey’ was the first general purpose mobile robot built Supercomputer ‘Deep blue’ was designed which defeated the world Chess champion in a game First commercially successful robotic vacuum cleaner created Speech recognition, RPA, dancing robots, smart homes and many more to come from AI 1956 1969 1997 2002 2005-2018 Job roles in Data Science
  • 26. Job roles in Data Science Data Scientist Data Engineer Data Architect Data Analyst Business Analyst Data Administrator
  • 27. Job roles in Data Science Data Scientist Data Engineer Data Architect Data Analyst Business Analyst Data Administrator
  • 28. Job roles in Data Science Data Scientist Create data driven business solutions and analytics Drive optimization and improvement of product development Use predictive modeling to increase and optimize customer experiences, revenue generation, ad targeting, etc. Coordinate with different functional teams to implement models and monitor outcomes Salary USD 120,931 Responsibilities Salary source: www.glassdoor.com
  • 29. Job roles in Data Science Data Scientist Data Engineer Data Architect Data Analyst Business Analyst Data Administrator
  • 30. Job roles in Data Science Data Engineer Assemble large complex data sets Identify, design, and implement internal process improvements Build infrastructure required for optimal extraction, transformation, and loading of data Build analytics tools that utilize the data pipeline Salary USD 137,776 Responsibilities Salary source: www.glassdoor.com
  • 31. Job roles in Data Science Data Scientist Data Engineer Data Architect Data Analyst Business Analyst Data Administrator
  • 32. Job roles in Data Science Data Architect Develop database solutions Install and configure information systems Analyze structural requirements for new software and applications Migrate data from legacy systems to new solutions Salary USD 112,764 Responsibilities Salary source: www.glassdoor.com
  • 33. Job roles in Data Science Data Scientist Data Engineer Data Architect Data Analyst Business Analyst Data Administrator
  • 34. Job roles in Data Science Interpreting data, analyzing results using statistical techniques Acquiring data from primary or secondary data sources and maintaining databases Developing and implementing data analyses, data collection systems and other strategies Work with management to prioritize business and information needs Salary USD 65,470 Responsibilities Data Analyst Salary source: www.glassdoor.com
  • 35. Job roles in Data Science Data Scientist Data Engineer Data Architect Data Analyst Business Analyst Data Administrator
  • 36. Job roles in Data Science Assisting the business with planning and monitoring Eliciting and organizing requirements Validate resource requirements and develop cost estimate models Create informative, actionable and repeatable reporting Salary USD 70,170 Responsibilities Business Analyst Salary source: www.glassdoor.com
  • 37. Job roles in Data Science Data Scientist Data Engineer Data Architect Data Analyst Business Analyst Data Administrator
  • 38. Job roles in Data Science Assisting in database design and updating existing databases Setting up and testing new database and data handling systems Sustaining the security and integrity of data Creating complex query definitions that allow data to be extracted Salary USD 54,364 Responsibilities Data Administrator Salary source: www.glassdoor.com
  • 39. Comparing various jobs on skills required Data Analyst Data Architect Data Engineer Business Analyst Programming Tools Data Visualization & Communication Database Knowledge Statistics Data Wrangling Machine Learning Software Engineering Mathematics & Linear Algebra Not that important Somewhat important Very important Data Administrator Data Scientist
  • 40. Brief History of Artificial Intelligence The word ‘Artificial Intelligence’ coined by John McCarthy ‘Shakey’ was the first general purpose mobile robot built Supercomputer ‘Deep blue’ was designed which defeated the world Chess champion in a game First commercially successful robotic vacuum cleaner created Speech recognition, RPA, dancing robots, smart homes and many more to come from AI 1956 1969 1997 2002 2005-2018 Simplilearn Certifications in Data Science
  • 41. Simplilearn Certifications in Data Science Data Scientist Certification Data Science with SAS Training Data Science Certification Training - R Programming Big Data Hadoop and Spark Developer Data Science with Python Business Analytics with Excel Machine Learning Deep Learning with TensorFlow Courses covered: *Masters Program
  • 42. Simplilearn Certifications in Data Science Integrated program in Big Data and Data Science Data Science Certification Training - R Programming Big Data Hadoop and Spark Developer Tableau Desktop 10 Qualified Associate Training Data Science with Python Machine Learning Courses covered: *Masters Program

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