Detect type of change in a project analyzing the log history
a project by aplanas
Updated almost 3 years ago. 8 hacker ♥️.

Use machine learning and natural language processing techniques to analyze the changes made in a project, and classify them in:

  • Small / unimportant fix
  • Big / important fix
  • Small / important feature
  • Big / important feature

For this project I will

  1. Generate a basic corpus of labeled data from a different set of project related with openSUSE
  2. Evaluate the best features to make a proper classification: n-gram, PoS tag, TF-IDF (with and without stemmer)
  3. Evaluate and measure the best classification model: Naive Bayes, Linear SVM, Max Entropy, ...

Join this project

Looking for hackers with the skills:

nlp machinelearning git github

This project is part of:

Hack Week 10 Hack Week 11 Hack Week 12

Activity

  • almost 8 years ago: jordimassaguerpla liked this project.
  • over 8 years ago: nicolasbock liked this project.
  • over 9 years ago: ZRen disliked this project.
  • over 9 years ago: ZRen liked this project.
  • over 9 years ago: bkutil liked this project.
  • about 10 years ago: cschum liked this project.
  • about 10 years ago: froh joined this project.
  • about 10 years ago: vitezslav_cizek liked this project.
  • about 10 years ago: froh liked this project.
  • about 10 years ago: oholecek liked this project.
  • about 11 years ago: aplanas liked this project.
  • about 11 years ago: aplanas started this project.
  • about 11 years ago: aplanas added keyword "nlp" to this project.
  • about 11 years ago: aplanas added keyword "machinelearning" to this project.
  • about 11 years ago: aplanas added keyword "git" to this project.
  • about 11 years ago: aplanas added keyword "github" to this project.
  • about 11 years ago: aplanas originated this project.


    • Comments

    • aplanas
      about 10 years ago by aplanas | Reply

      Yeah. Hackweek 10 collied with openSUSE 13.1, so I will try to for on this during this new Hackweek instance : )

    • froh
      about 10 years ago by froh | Reply

      Would it be hard to train for regression fix vs new feature, based on the comment? I'd be curious how much energy project have to put into regression fixes vs feature additions.

    • osynge
      over 9 years ago by osynge | Reply

      Have you considered looking at ELK and integrating this work in the ELK stack.

    Similar Projects

    FamilyTrip Planner: A Personalized Travel Planning Platform for Families by pherranz

    Description

    FamilyTrip Planner is an innovative travel planning application designed to optimize travel experiences for families with children. By integrating APIs for flights, accommodations, and local activities, the app generates complete itineraries tailored to each family’s unique interests and needs. Recommendations are based on customizable parameters such as destination, trip duration, children’s ages, and personal preferences. FamilyTrip Planner not only simplifies the travel planning process but also offers a comprehensive, personalized experience for families.

    Goals

    This project aims to: - Create a user-friendly platform that assists families in planning complete trips, from flight and accommodation options to recommended family-friendly activities. - Provide intelligent, personalized travel itineraries using artificial intelligence to enhance travel enjoyment and minimize time and cost. - Serve as an educational project for exploring Go programming and artificial intelligence, with the goal of building proficiency in both.

    Resources

    To develop FamilyTrip Planner, the project will leverage: - APIs such as Skyscanner, Google Places, and TripAdvisor to source real-time information on flights, accommodations, and activities. - Go programming language to manage data integration, API connections, and backend development. - Basic machine learning libraries to implement AI-driven itinerary suggestions tailored to family needs and preferences.

    Port git-fixup to POSIX shell script and submit to git/git by mcepl

    Description

    https://github.com/keis/git-fixup is an exceedingly useful program, which I use daily, and I would love to every git user could bask in its awesomeness. Alas, it is a bash script, so it is not appropriate for the inclusion in git proper.

    Goals

    Port the script to plain POSIX shell and submit for consideration to git@vger.kernel.org

    Resources

    Explore the integration between OBS and GitHub by pdostal

    Project Description

    The goals:

    1) When GitHub pull request is created or modified the OBS project will be forked and the build results reported back to GitHub. 2) When new version of the GitHub project will be published the OBS will redownload the source and rebuild the project.

    Goal for this Hackweek

    Do as much as possible, blog about it and maybe use it another existing project.

    Resources