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Data Science for Beginners freeCodeCamp
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Created by
Michael Angelo Cantara
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Cards (848)
Who is the instructor of the Data Science course?
Barton Poulson
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What type of overview does the Data Science course provide?
A brief, accessible, and non-
technical
overview
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What do many people mistakenly associate with Data Science?
Piles of
equations
and lab work
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How is Data Science described in terms of its nature?
It is more creative than
technical
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What is the primary goal of Data Science?
To gain
insight
from data
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What does Data Science aim to include in its analysis?
All data, even
non-standard
data
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Why is it important to listen to all data in Data Science?
Everything
signifies
and carries meaning
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What does the course aim to provide regarding Data Science?
A map to the
field
of Data Science
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What is one definition of Data Science provided in the course?
Coding
,
math
, and
statistics
in applied settings
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How is Data Science defined in terms of data analysis?
Analysis of diverse data not fitting
standard approaches
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What is meant by inclusive analysis in Data Science?
Including
all
data
for
insightful answers
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What article describes Data Scientist as the "Sexiest Job of the 21st Century"?
Harvard Business Review
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Why is Data Science considered "sexy"?
It has
rare
qualities and
high demand
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What are the rare qualities of Data Science?
Finding order, meaning, and value in
unstructured
data
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Why is there high demand for Data Science?
It provides
insight
and
competitive
advantage
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What does the McKinsey Global Institute project about deep analytical talent positions?
140
to
190,000
positions needed
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How many data-savvy managers will be needed in the U.S.?
5 million
managers
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What is one of the main purposes of the Data Science course?
To help understand data and its
methods
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What skill was ranked number one in LinkedIn's "25 hottest job skills" in 2014?
Statistical analysis
and data mining
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What was the median base salary for data scientists according to Glassdoor in 2016?
Over
$116,000
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What is the average total salary for data scientists according to O'Reilly.com?
About
$144,000
a year
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What are the three main components of the Data Science Venn Diagram?
Coding
,
statistics
, and
domain expertise
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Why is coding important in Data Science?
It helps
gather
and prepare data
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What are two major languages used for statistical coding?
R
and
Python
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What does SQL stand for?
Structured Query Language
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What is the command line interface commonly called on a Mac?
The
terminal
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What is regex used for in Data Science?
Super-powered
wildcard
searching
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What types of math are important in Data Science?
Probability
,
algebra
, and
regression
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Why is domain expertise important in Data Science?
It helps
implement
results effectively
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What does the intersection of coding and statistics without domain expertise represent?
Machine learning
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What is traditional research characterized by?
Math
and
domain knowledge
without
coding
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What is the "danger zone" in the Data Science Venn Diagram?
Coding and
domain knowledge
without
math
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What backgrounds can people come from in Data Science?
Coding,
statistics
, or
domain
expertise
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What are the three takeaways from the Data Science course?
Diverse skills,
several
fields, many roles
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What are the general categories of steps in the Data Science Pathway?
Planning
Data preparation
Modeling of data
Follow-up
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What type of business people are least common in data science?
Those who can
code
and do numbers
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Why are diverse skills and backgrounds important in data science?
They are needed for various
roles
and tasks
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What are the general categories of steps in the data science pathway?
Planning
Data preparation
Modeling
Follow-up
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What is the first step in the planning phase of a data science project?
Define the
goals
of your project
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Why is it important to organize resources in a data science project?
To manage data and software from various sources
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