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I need a new job...
I need a new job... what skills should I learn?
I need a new job... what skills should I learn? Python
MySQL I need a new job... what skills should I learn? Python
R MySQL I need a new job... what skills should I learn? Python
R MySQL I need a new job... what skills should I learn? Python Machine Learning
Ruby on Rails R MySQL Hadoop Pig I need a new job... what skills should I learn? Hive Python Machine Learning Java
Ruby on Rails Matlab R MySQL C++ Hadoop Javascript Pig I Perl need a new job... Object D3 Oriented Algorithms what skills should I learn? Design Hive Python Machine REST NaturalLearning Monte Java Language Carlo MapReduce Processing
Ruby on Rails SAS Matlab Stochastic R Flask MySQL Calculus C++ MongoDB Hadoop Javascript Pig HTML5 CSSTableau SPSS C# Perl need a new job... I Object Data Mining PHP D3 Octave Oriented Algorithms what skills should I learn? Bash C Hive StatisticsDesign Python MahoutMachine Artificial REST Intelligence Natural Learning Monte NoSQL Java Language MapReduce Carlo JSONProcessingSCALA
Ruby on Rails SAS Matlab Stochastic R Flask MySQL Calculus C++ MongoDB Hadoop Javascript Pig HTML5 CSSTableau SPSS C# Perl need a new job... I Object Data Mining PHP D3 Octave Oriented Algorithms what skills should I learn? Bash C Hive StatisticsDesign Python MahoutMachine Artificial REST Intelligence Natural Learning Monte NoSQL Java Language MapReduce Carlo JSONProcessingSCALA
Which one!?
Which one!? Skill Rank www.skillrankapp.com
How does it work? - augmented TF-IDF “term frequency-inverse document frequency”
How does it work? - augmented TF-IDF “term frequency-inverse document frequency” ords al lw
How does it work? - augmented TF-IDF “term frequency-inverse document frequency” job posting words ords al lw
How does it work? - augmented TF-IDF “term frequency-inverse document frequency” job posting words ords al lw job query words
How does it work? - augmented TF-IDF “term frequency-inverse document frequency” job posting words ords al lw job query words frequency of words in query universe Importance = frequency of words in job posting universe
How does it work? - augmented TF-IDF “term frequency-inverse document frequency” job posting words ords al lw job query words frequency of words in query universe Importance = f( frequency of words in job posting universe )
python D3 HTML JavaScript / jQuery CSS / Bootstrap
Brian Boates
Brian Boates
Brian Boates PhD Physics Quantum molecular dynamics simulations of light elements at high pressure
Brian Boates PhD Physics Quantum molecular dynamics simulations of light elements at high pressure
Thanks!
Mathematical details ref query ref Ci query Ci fi = ref i fi = query i hC hC  ✓ query ◆ fi query Ri = x log ref + (1 x) ⇥ Ci fi

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Demo trim

  • 1.
  • 2. I need a new job...
  • 3. I need a new job... what skills should I learn?
  • 4. I need a new job... what skills should I learn? Python
  • 5. MySQL I need a new job... what skills should I learn? Python
  • 6. R MySQL I need a new job... what skills should I learn? Python
  • 7. R MySQL I need a new job... what skills should I learn? Python Machine Learning
  • 8. Ruby on Rails R MySQL Hadoop Pig I need a new job... what skills should I learn? Hive Python Machine Learning Java
  • 9. Ruby on Rails Matlab R MySQL C++ Hadoop Javascript Pig I Perl need a new job... Object D3 Oriented Algorithms what skills should I learn? Design Hive Python Machine REST NaturalLearning Monte Java Language Carlo MapReduce Processing
  • 10. Ruby on Rails SAS Matlab Stochastic R Flask MySQL Calculus C++ MongoDB Hadoop Javascript Pig HTML5 CSSTableau SPSS C# Perl need a new job... I Object Data Mining PHP D3 Octave Oriented Algorithms what skills should I learn? Bash C Hive StatisticsDesign Python MahoutMachine Artificial REST Intelligence Natural Learning Monte NoSQL Java Language MapReduce Carlo JSONProcessingSCALA
  • 11. Ruby on Rails SAS Matlab Stochastic R Flask MySQL Calculus C++ MongoDB Hadoop Javascript Pig HTML5 CSSTableau SPSS C# Perl need a new job... I Object Data Mining PHP D3 Octave Oriented Algorithms what skills should I learn? Bash C Hive StatisticsDesign Python MahoutMachine Artificial REST Intelligence Natural Learning Monte NoSQL Java Language MapReduce Carlo JSONProcessingSCALA
  • 13. Which one!? Skill Rank www.skillrankapp.com
  • 14.
  • 15. How does it work? - augmented TF-IDF “term frequency-inverse document frequency”
  • 16. How does it work? - augmented TF-IDF “term frequency-inverse document frequency” ords al lw
  • 17. How does it work? - augmented TF-IDF “term frequency-inverse document frequency” job posting words ords al lw
  • 18. How does it work? - augmented TF-IDF “term frequency-inverse document frequency” job posting words ords al lw job query words
  • 19. How does it work? - augmented TF-IDF “term frequency-inverse document frequency” job posting words ords al lw job query words frequency of words in query universe Importance = frequency of words in job posting universe
  • 20. How does it work? - augmented TF-IDF “term frequency-inverse document frequency” job posting words ords al lw job query words frequency of words in query universe Importance = f( frequency of words in job posting universe )
  • 21. python D3 HTML JavaScript / jQuery CSS / Bootstrap
  • 24. Brian Boates PhD Physics Quantum molecular dynamics simulations of light elements at high pressure
  • 25. Brian Boates PhD Physics Quantum molecular dynamics simulations of light elements at high pressure
  • 27. Mathematical details ref query ref Ci query Ci fi = ref i fi = query i hC hC  ✓ query ◆ fi query Ri = x log ref + (1 x) ⇥ Ci fi