Data Science Handbook

A Practical Approach

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  • DATA
  • SCIENCE
  • HANDBOOKThis
  • desk
  • reference
  • handbook
  • gives
  • a
  • hands-on
  • experience
  • on
  • various
  • algorithms
  • and
  • popular
  • techniques
  • used
  • in
  • real-time
  • in
  • data
  • science
  • to
  • all
  • researchers
  • working
  • in
  • various
  • domains.Data
  • Science
  • is
  • one
  • of
  • the
  • leading
  • research-driven
  • areas
  • in
  • the
  • modern
  • era.
  • It
  • is
  • having
  • a
  • critical
  • role
  • in
  • healthcare,
  • engineering,
  • education,
  • mechatronics,
  • and
  • medical
  • robotics.
  • Building
  • models
  • and
  • working
  • with
  • data
  • is
  • not
  • value-neutral.
  • We
  • choose
  • the
  • problems
  • with
  • which
  • we
  • work,
  • make
  • assumptions
  • in
  • these
  • models,
  • and
  • decide
  • on
  • metrics
  • and
  • algorithms
  • for
  • the
  • problems.
  • The
  • data
  • scientist
  • identifies
  • the
  • problem
  • which
  • can
  • be
  • solved
  • with
  • data
  • and
  • expert
  • tools
  • of
  • modeling
  • and
  • coding.The
  • book
  • starts
  • with
  • introductory
  • concepts
  • in
  • data
  • science
  • like
  • data
  • munging,
  • data
  • preparation,
  • and
  • transforming
  • data.
  • Chapter
  • 2
  • discusses
  • data
  • visualization,
  • drawing
  • various
  • plots
  • and
  • histograms.
  • Chapter
  • 3
  • covers
  • mathematics
  • and
  • statistics
  • for
  • data
  • science.
  • Chapter
  • 4
  • mainly
  • focuses
  • on
  • machine
  • learning
  • algorithms
  • in
  • data
  • science.
  • Chapter
  • 5
  • comprises
  • of
  • outlier
  • analysis
  • and
  • DBSCAN
  • algorithm.
  • Chapter
  • 6
  • focuses
  • on
  • clustering.
  • Chapter
  • 7
  • discusses
  • network
  • analysis.
  • Chapter
  • 8
  • mainly
  • focuses
  • on
  • regression
  • and
  • naive-bayes
  • classifier.
  • Chapter
  • 9
  • covers
  • web-based
  • data
  • visualizations
  • with
  • Plotly.
  • Chapter
  • 10
  • discusses
  • web
  • scraping.The
  • book
  • concludes
  • with
  • a
  • section
  • discussing
  • 19
  • projects
  • on
  • various
  • subjects
  • in
  • data
  • science.AudienceThe
  • handbook
  • will
  • be
  • used
  • by
  • graduate
  • students
  • up
  • to
  • research
  • scholars
  • in
  • computer
  • science
  • and
  • electrical
  • engineering
  • as
  • well
  • as
  • industry
  • professionals
  • in
  • a
  • range
  • of
  • industries
  • such
  • as healthcare.
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