Future of Testing with Machine Learning and NLP using NLTK

vinaybabu


7

Votes

Description:

Machine learning provides computers with the ability to learn without being explicitly programmed. Our life has started experiencing the examples from Machine Learning in our daily life like Siri, Crotana, Alexa, Weather Forecasting, Driver-less cars etc.

Automation Testing is benefited with this recent advancement in the field of Artificial Intelligence and lot of mundane task can be now automated with the help of machine Learning. Test Automation is a critical and must-to have in any software as a Service industries. The major challenge faced for any new Automation developer today is Understanding the Manual Test cases and Converting them to Automation Scripts.

In this Paper I will present how with the use of Natural Language Processing(NLP) technique we can automate the manual testing by abstracting functional instructions in Natural Language and mapping them to corresponding test automation code.

Outline

Intro: (5 mins)

  • Why Machine Learning is important in today's era?
  • Challenges in Software Testing

How Machine Learning can help in Software Testing (15 mins)

  • Classification and Bayesian Algorithm
  • Finding Defect Density with Regression

Automation Testing with NLP ( 15 mins)

  • Challenges within Automation Testing
  • POS Tagging
  • Approach for Automating the Automation

Q&A(5mins)

Prerequisites:

a) Basic Knowledge of Python and b) Automation Testing Concepts

Content URLs:

Will Provide as soon as it is ready for review

Speaker Info:

He is a Technology Evangelist and loves anything related to analyzing and getting meaningful insight from data. He likes automating the things as part of his day job and enjoy learning new technologies. He is currently working on the IoT Solution using Bluetooth Low Energy for the Construction Industry. He often speaks in Tech conferences.

Speaker Links:

Blog: http://kanoki.org

Linkedin: https://www.linkedin.com/in/vinay-babu/

2016 Pycon Speaker: https://in.pycon.org/cfp/2016/proposals/load-testing-using-locustio~eZ0Eb/

Section: Testing
Type: Talks
Target Audience: Intermediate
Last Updated:

Hi vinaybabu can you please upload the slides for the talk so our team can review your proposal.

Pradhvan Bisht (~cyber_freak)

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