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( )
Department: Industrial Resurgence, Entrepreneurship Skill
Development and Patent
• Computation of score from Text Corpus of a Curriculum Vitae, using
techniques of Natural Language Processing .
• Recommend changes to make it a better one.
•
•
Motivation (Problem Statement)
( )
( )
• It will not only help the recruiters to select applicants but also the job seekers
will be benefitted.
•
Importance of the Model
( )
• Text corpus of CV in any format as input.
• Using basic NLTK tools (Natural Language Processing Tools) like Tokenizer,
Stop Word Remover for pre-processing.
• Checking for the presence of each Token according to the algorithm.
• Calculating score and grade from this.
• Suggesting it as an area of improvement.
•
•
•
•
•
Implementation ( )
Method ( )
START
Method ( )
START
INPUT TEXT
CORPUS OF
CV
Method ( )
START
INPUT TEXT
CORPUS OF
CV
TOKENIZE
Method ( )
START
INPUT TEXT
CORPUS OF
CV
TOKENIZE
USE
ALGORITHM
Method ( )
START
INPUT TEXT
CORPUS OF
CV
TOKENIZE
USE
ALGORITHM
OUTPUT: SCORE,
GRADE &
RECOMMENDATIONS
Method ( )
START
INPUT TEXT
CORPUS OF
CV
TOKENIZE
USE
ALGORITHM
OUTPUT: SCORE,
GRADE &
RECOMMENDATIONS
STOP
Discussions
( )
Future Works & Improvements
• Integrate Image Processing ( ) techniques with this
model so that it can comprehend the text from images of the
• Implement Neural Networks to increase its efficiency. (
– )
Model as an Idea for Entrepreneurship
( )
• Web service to Job Seekers for standardizing their CV. This service is expected
to give a good monetary return.
• A software built using the stated algorithm can be installed in devices (like
Smart Phones) which will scan CVs using its camera and evaluate it. Thus, a
business of such shelling such software is supposed to be highly profitable.
• ( ) –
•
• http://www.images.google.com
• http://blog.internshala.com/2013/05/resume-score-calculator/
• http://nlp.stanford.edu/sentiment/
• http://www.nltk.org/
• Jacob Perkins, “Python Text Processing with NLTK 2.0 Cookbook”,
PACKT publishing I
• Bing Liu, “Sentiment Analysis and Opinion Mining”, Morgan and
Claypool Publishers, May 2012.
References ( )
Question and Answer( )
Thanks!!! For Being Patient 

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A Model of Opinion Mining to Compute Score from Curriculum Vitae - WBSSTC 2015

  • 1. ( ) Department: Industrial Resurgence, Entrepreneurship Skill Development and Patent
  • 2. • Computation of score from Text Corpus of a Curriculum Vitae, using techniques of Natural Language Processing . • Recommend changes to make it a better one. • • Motivation (Problem Statement) ( ) ( )
  • 3. • It will not only help the recruiters to select applicants but also the job seekers will be benefitted. • Importance of the Model ( )
  • 4. • Text corpus of CV in any format as input. • Using basic NLTK tools (Natural Language Processing Tools) like Tokenizer, Stop Word Remover for pre-processing. • Checking for the presence of each Token according to the algorithm. • Calculating score and grade from this. • Suggesting it as an area of improvement. • • • • • Implementation ( )
  • 6. Method ( ) START INPUT TEXT CORPUS OF CV
  • 7. Method ( ) START INPUT TEXT CORPUS OF CV TOKENIZE
  • 8. Method ( ) START INPUT TEXT CORPUS OF CV TOKENIZE USE ALGORITHM
  • 9. Method ( ) START INPUT TEXT CORPUS OF CV TOKENIZE USE ALGORITHM OUTPUT: SCORE, GRADE & RECOMMENDATIONS
  • 10. Method ( ) START INPUT TEXT CORPUS OF CV TOKENIZE USE ALGORITHM OUTPUT: SCORE, GRADE & RECOMMENDATIONS STOP
  • 12. Future Works & Improvements • Integrate Image Processing ( ) techniques with this model so that it can comprehend the text from images of the • Implement Neural Networks to increase its efficiency. ( – )
  • 13. Model as an Idea for Entrepreneurship ( ) • Web service to Job Seekers for standardizing their CV. This service is expected to give a good monetary return. • A software built using the stated algorithm can be installed in devices (like Smart Phones) which will scan CVs using its camera and evaluate it. Thus, a business of such shelling such software is supposed to be highly profitable. • ( ) – •
  • 14. • http://www.images.google.com • http://blog.internshala.com/2013/05/resume-score-calculator/ • http://nlp.stanford.edu/sentiment/ • http://www.nltk.org/ • Jacob Perkins, “Python Text Processing with NLTK 2.0 Cookbook”, PACKT publishing I • Bing Liu, “Sentiment Analysis and Opinion Mining”, Morgan and Claypool Publishers, May 2012. References ( )
  • 16. Thanks!!! For Being Patient 