Demo trim

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boates

Technology

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

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

python

D3
HTML
JavaScript / jQuery
CSS / Bootstrap

Brian Boates
PhD Physics

Quantum molecular dynamics simulations
of light elements at high pressure

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

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

12. Which one!?

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

22. Brian Boates

23. Brian Boates

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

26. Thanks!

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

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