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What’s in it for you?
1. Introduction to Data Science
What’s in it for you?
1. Introduction to Data Science
2. Who is a Data Science Engineer
What’s in it for you?
1. Introduction to Data Science
2. Who is a Data Science Engineer
3. Data Science Engineer skillset
What’s in it for you?
1. Introduction to Data Science
2. Who is a Data Science Engineer
3. Data Science Engineer skillset
4. Data Science Engineer job roles
What’s in it for you?
1. Introduction to Data Science
2. Who is a Data Science Engineer
3. Data Science Engineer skillset
4. Data Science Engineer job roles
5. Data Science Engineer salary trends
What’s in it for you?
1. Introduction to Data Science
2. Who is a Data Science Engineer
3. Data Science Engineer skillset
4. Data Science Engineer job roles
5. Data Science Engineer salary trends
6. Data Science Engineer resume
What does a Machine
Learning Engineer do?
Introduction to Data
Science
Introduction to Data Science
i
Data science is a systematic way to analyze a massive amount of data and extract information from them
Introduction to Data Science
Better Decision Making
Either A or B?
Predictive Analysis
What will happen next?
Pattern Recognition
Is there any important hidden
information in the pattern?
Data Science is mainly needed for:
Which route will help me reach
faster?
2
Introduction to Data Science
Data Science can answer a lot of questions as well!
How many viewers like the same
movies?
1
Will this AC work for 3 years or fail
earlier? Yes or No?
3
Who will win the World Cup?
4
What does a Machine
Learning Engineer do?
Who is a Data Science
Engineer?
Who is a Data Science Engineer?
A Data Science Engineer is
someone who has
Who is a Data Science Engineer?
Programming experience in
Python and R (expert level
knowledge). Ability to write
proficient codes
1
Who is a Data Science Engineer?
Strong SQL and big data
experience. Strong coding
skills with hands-on big data
experience
2
Who is a Data Science Engineer?
Ability to visualize models and
troubleshoot code of the
models
3
Who is a Data Science Engineer?
Ability to visualize models and
troubleshoot code of the
models
3
Who is a Data Science Engineer?
Versatile problem solver
equipped with strong
analytical and quantitative
skills
4
Who is a Data Science Engineer?
A self-starter with a strong
sense of personal
responsibility and a technical
orientation
5
Who is a Data Science Engineer?
Strong product intuition, data
analysis skills, and business
presentation skills
6
Who is a Data Science Engineer?
Great teammate with excellent
interpersonal skills
7
What does a Machine
Learning Engineer do?
Data Science Skillset
Big Data
Data Science Engineer Skillset
Database
Knowledge
Statistics
Programming
Tools
Data Wrangling
Data
Visualization
Machine
Learning
Database Knowledge
Tools required
SQL (Structured Query Language) is an essential language for extracting a
large amount of data from data sets. Knowledge of SQL is mandatory for Data
Science Engineers
Database
Knowledge
Statistics
Statistics
Statistics is a subset of mathematics that deals with collecting, analyzing, and
interpreting data. Therefore, data scientists need to know statistics
Statistics Probability
Programming
Tools
Programming Tools
Master any one of the specified programming languages. Programming Tools
such as R, Python, SAS are essential 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
 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.
Data Wrangling
Data Wrangling
Data Wrangling is the process of transforming raw data into an appropriate
format to make it useful for analytics
Data Wrangling involves:
Cleaning raw data
Structuring raw
data
Enriching raw data
Machine
Learning
Machine Learning
Knowledge of Machine learning techniques such as supervised machine
learning, decision trees, linear regression, KNN, etc. is useful for few job roles
KNN Linear Regression Decision Tree
Data
Visualization
Data Visualization
Data visualization is the study and creation of a visual representation of data.
Data visualization uses algoritms, statistical graphics, plots, information
graphics and other tools to communicate information clearly and effectively
Big Data
Big Data
Big Data is a massive amount of data which cannot be stored and processed
using traditional methods
Big Data has various benefits like –
• Access to social data can enable organizations to tune their business
strategies
• Big data can improve customer experience
Non Technical Skills
Companies look for
someone who can
clearly and fluently
translate technical
findings to a non-
technical team
3
A Data Science
Engineer needs to work
with everyone in the
organization, including
customers
4
Updating knowledge by
reading contents and
relevant books on
trends in data science
1
Intellectual
Curiosity Understanding how the
problem solved can
impact the business
2
Business Acumen
Communication
Skills
Team Work
Non Technical Skills
Companies look for
someone who can
clearly and fluently
translate technical
findings to a non-
technical team
3
A Data Science
Engineer needs to work
with everyone in the
organization, including
customers
4
Updating knowledge by
reading contents and
relevant books on
trends in data science
1
Intellectual
Curiosity Understanding how the
problem solved can
impact the business
2
Business Acumen
Communication
Skills
Team Work
Non Technical Skills
Updating knowledge by
reading contents and
relevant books on
trends in data science
1
A Data Science
Engineer needs to work
with everyone in the
organization, including
customers
4
Intellectual
Curiosity Understanding how the
problem solved can
impact the business
2
Business Acumen
Companies look for
someone who can
clearly and fluently
translate technical
findings to a non-
technical team
3
Communication
Skills
Team Work
Non Technical Skills
Updating knowledge by
reading contents and
relevant books on
trends in data science
1
Companies look for
someone who can
clearly and fluently
translate technical
findings to a non-
technical team
3
Intellectual
Curiosity Understanding how the
problem solved can
impact the business
2
Business Acumen
Communication
Skills A Data Science
Engineer needs to work
with everyone in the
organization, including
customers
4
Team Work
What does a Machine
Learning Engineer do?
Data Science Job Roles
1. Data Scientist
Languages
R, SAS, Python, MATLAB,
SQL, Hive, Pig, Spark
Companies hiring Data
Scientists
Perform predictive analysis and
identify trend and patterns that can
help in better decision making
Role
Understanding challenges of a
system and offer best solutions
2. Data Analyst
Languages
R, Python, JavaScript, HTML,
C/C++,SQL
Role
Responsible for a variety of tasks
such as visualization, optimization,
and processing large amount of
data
Companies hiring Data
Analysts
Performs queries on database from
time to time. Create and modify
algorithms which can be used to
reduce information from large
databases
3. Data Architect
Languages
SQL, XML, Hive, Pig, Spark
Ensuring that data Engineers have
best tools and systems to work with
Role
Creates blueprints for data
management with the best security
measures
Companies hiring Data
Architects
4. Data Engineer
Languages
SQL, R, MATLAB, SAS,SPSS,
Python, Java, Ruby, C++, Perl,
Hive, Pig
Updates the existing systems with
better version of the current
technologies to improve the
efficiency of the databases
Role
Develops, constructs, tests and
maintains architectures (such as
databases and long-scale
processing systems)
Companies hiring Data
Engineers
5. Statistician
Languages
SQL, R, MATLAB, SAS, SPSS,
Stata, Python, Perl, Hive, Pig,
Spark
Creates new methodologies for
engineers to apply
Role
Extract and offer valuable reports
from the data clusters through
statistical theories and data
organization
Companies hiring Data
Engineers
6. Database Administrator
Languages
Java, SQL, Ruby on Rails,
XML, C#, Python
Role
Ensures that all the databases are
available to all relevant users, and
is performing correctly and is being
kept safe
Some of the tasks involved are -
Monitoring, operating and
maintaining databases; Installation,
configuration, defining schemas,
training users, etc.
Companies hiring Data
Engineers
7. Data and Analytics Manager
Languages
SQL, R, SAS, Java, Python,
MATLAB
Role
Oversees the data science
operations and assigns the duties
to the team according to skills and
expertise
Improves business processes as an
intermediary between business and
IT
Companies hiring Data
Engineers
8. Business Analytics
Languages
SQL
Role
Act as a link between the data
engineers and the management
executives.
Possess specialized knowledge of
their business domain, and apply
that knowledge and analysis
specifically to the operation of the
business
Companies hiring Data
Engineers
What does a Machine
Learning Engineer do?
Data Science Engineer
Salary Trends
Data Science Salary Trends
In US, the average salary is
$117,345/year
Source - Glassdoor
Data Science Salary Trends
In India, the average salary is
₹9,50,000/year
Source - Glassdoor
Data Science Salary Trends
National average salary for different job roles in data science
Source - Glassdoor
Data Science Salary Trends
Growth in Data Science job listings
Source - Glassdoor
What does a Machine
Learning Engineer do?
Data Science Engineer
Resume
Note- please show the resume

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Data Scientist Salary, Skills, Jobs And Resume | Data Scientist Career | Data Science | Simplilearn

  • 1.
  • 2. What’s in it for you? 1. Introduction to Data Science
  • 3. What’s in it for you? 1. Introduction to Data Science 2. Who is a Data Science Engineer
  • 4. What’s in it for you? 1. Introduction to Data Science 2. Who is a Data Science Engineer 3. Data Science Engineer skillset
  • 5. What’s in it for you? 1. Introduction to Data Science 2. Who is a Data Science Engineer 3. Data Science Engineer skillset 4. Data Science Engineer job roles
  • 6. What’s in it for you? 1. Introduction to Data Science 2. Who is a Data Science Engineer 3. Data Science Engineer skillset 4. Data Science Engineer job roles 5. Data Science Engineer salary trends
  • 7. What’s in it for you? 1. Introduction to Data Science 2. Who is a Data Science Engineer 3. Data Science Engineer skillset 4. Data Science Engineer job roles 5. Data Science Engineer salary trends 6. Data Science Engineer resume
  • 8. What does a Machine Learning Engineer do? Introduction to Data Science
  • 9. Introduction to Data Science i Data science is a systematic way to analyze a massive amount of data and extract information from them
  • 10. Introduction to Data Science Better Decision Making Either A or B? Predictive Analysis What will happen next? Pattern Recognition Is there any important hidden information in the pattern? Data Science is mainly needed for:
  • 11. Which route will help me reach faster? 2 Introduction to Data Science Data Science can answer a lot of questions as well! How many viewers like the same movies? 1 Will this AC work for 3 years or fail earlier? Yes or No? 3 Who will win the World Cup? 4
  • 12. What does a Machine Learning Engineer do? Who is a Data Science Engineer?
  • 13. Who is a Data Science Engineer? A Data Science Engineer is someone who has
  • 14. Who is a Data Science Engineer? Programming experience in Python and R (expert level knowledge). Ability to write proficient codes 1
  • 15. Who is a Data Science Engineer? Strong SQL and big data experience. Strong coding skills with hands-on big data experience 2
  • 16. Who is a Data Science Engineer? Ability to visualize models and troubleshoot code of the models 3
  • 17. Who is a Data Science Engineer? Ability to visualize models and troubleshoot code of the models 3
  • 18. Who is a Data Science Engineer? Versatile problem solver equipped with strong analytical and quantitative skills 4
  • 19. Who is a Data Science Engineer? A self-starter with a strong sense of personal responsibility and a technical orientation 5
  • 20. Who is a Data Science Engineer? Strong product intuition, data analysis skills, and business presentation skills 6
  • 21. Who is a Data Science Engineer? Great teammate with excellent interpersonal skills 7
  • 22. What does a Machine Learning Engineer do? Data Science Skillset
  • 23. Big Data Data Science Engineer Skillset Database Knowledge Statistics Programming Tools Data Wrangling Data Visualization Machine Learning
  • 24. Database Knowledge Tools required SQL (Structured Query Language) is an essential language for extracting a large amount of data from data sets. Knowledge of SQL is mandatory for Data Science Engineers Database Knowledge
  • 25. Statistics Statistics Statistics is a subset of mathematics that deals with collecting, analyzing, and interpreting data. Therefore, data scientists need to know statistics Statistics Probability
  • 26. Programming Tools Programming Tools Master any one of the specified programming languages. Programming Tools such as R, Python, SAS are essential 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  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.
  • 27. Data Wrangling Data Wrangling Data Wrangling is the process of transforming raw data into an appropriate format to make it useful for analytics Data Wrangling involves: Cleaning raw data Structuring raw data Enriching raw data
  • 28. Machine Learning Machine Learning Knowledge of Machine learning techniques such as supervised machine learning, decision trees, linear regression, KNN, etc. is useful for few job roles KNN Linear Regression Decision Tree
  • 29. Data Visualization Data Visualization Data visualization is the study and creation of a visual representation of data. Data visualization uses algoritms, statistical graphics, plots, information graphics and other tools to communicate information clearly and effectively
  • 30. Big Data Big Data Big Data is a massive amount of data which cannot be stored and processed using traditional methods Big Data has various benefits like – • Access to social data can enable organizations to tune their business strategies • Big data can improve customer experience
  • 31. Non Technical Skills Companies look for someone who can clearly and fluently translate technical findings to a non- technical team 3 A Data Science Engineer needs to work with everyone in the organization, including customers 4 Updating knowledge by reading contents and relevant books on trends in data science 1 Intellectual Curiosity Understanding how the problem solved can impact the business 2 Business Acumen Communication Skills Team Work
  • 32. Non Technical Skills Companies look for someone who can clearly and fluently translate technical findings to a non- technical team 3 A Data Science Engineer needs to work with everyone in the organization, including customers 4 Updating knowledge by reading contents and relevant books on trends in data science 1 Intellectual Curiosity Understanding how the problem solved can impact the business 2 Business Acumen Communication Skills Team Work
  • 33. Non Technical Skills Updating knowledge by reading contents and relevant books on trends in data science 1 A Data Science Engineer needs to work with everyone in the organization, including customers 4 Intellectual Curiosity Understanding how the problem solved can impact the business 2 Business Acumen Companies look for someone who can clearly and fluently translate technical findings to a non- technical team 3 Communication Skills Team Work
  • 34. Non Technical Skills Updating knowledge by reading contents and relevant books on trends in data science 1 Companies look for someone who can clearly and fluently translate technical findings to a non- technical team 3 Intellectual Curiosity Understanding how the problem solved can impact the business 2 Business Acumen Communication Skills A Data Science Engineer needs to work with everyone in the organization, including customers 4 Team Work
  • 35. What does a Machine Learning Engineer do? Data Science Job Roles
  • 36. 1. Data Scientist Languages R, SAS, Python, MATLAB, SQL, Hive, Pig, Spark Companies hiring Data Scientists Perform predictive analysis and identify trend and patterns that can help in better decision making Role Understanding challenges of a system and offer best solutions
  • 37. 2. Data Analyst Languages R, Python, JavaScript, HTML, C/C++,SQL Role Responsible for a variety of tasks such as visualization, optimization, and processing large amount of data Companies hiring Data Analysts Performs queries on database from time to time. Create and modify algorithms which can be used to reduce information from large databases
  • 38. 3. Data Architect Languages SQL, XML, Hive, Pig, Spark Ensuring that data Engineers have best tools and systems to work with Role Creates blueprints for data management with the best security measures Companies hiring Data Architects
  • 39. 4. Data Engineer Languages SQL, R, MATLAB, SAS,SPSS, Python, Java, Ruby, C++, Perl, Hive, Pig Updates the existing systems with better version of the current technologies to improve the efficiency of the databases Role Develops, constructs, tests and maintains architectures (such as databases and long-scale processing systems) Companies hiring Data Engineers
  • 40. 5. Statistician Languages SQL, R, MATLAB, SAS, SPSS, Stata, Python, Perl, Hive, Pig, Spark Creates new methodologies for engineers to apply Role Extract and offer valuable reports from the data clusters through statistical theories and data organization Companies hiring Data Engineers
  • 41. 6. Database Administrator Languages Java, SQL, Ruby on Rails, XML, C#, Python Role Ensures that all the databases are available to all relevant users, and is performing correctly and is being kept safe Some of the tasks involved are - Monitoring, operating and maintaining databases; Installation, configuration, defining schemas, training users, etc. Companies hiring Data Engineers
  • 42. 7. Data and Analytics Manager Languages SQL, R, SAS, Java, Python, MATLAB Role Oversees the data science operations and assigns the duties to the team according to skills and expertise Improves business processes as an intermediary between business and IT Companies hiring Data Engineers
  • 43. 8. Business Analytics Languages SQL Role Act as a link between the data engineers and the management executives. Possess specialized knowledge of their business domain, and apply that knowledge and analysis specifically to the operation of the business Companies hiring Data Engineers
  • 44. What does a Machine Learning Engineer do? Data Science Engineer Salary Trends
  • 45. Data Science Salary Trends In US, the average salary is $117,345/year Source - Glassdoor
  • 46. Data Science Salary Trends In India, the average salary is ₹9,50,000/year Source - Glassdoor
  • 47. Data Science Salary Trends National average salary for different job roles in data science Source - Glassdoor
  • 48. Data Science Salary Trends Growth in Data Science job listings Source - Glassdoor
  • 49. What does a Machine Learning Engineer do? Data Science Engineer Resume
  • 50. Note- please show the resume