intro-image-classification-cnn

new lesson on image classification with convolutional neural networks

https://github.com/carpentries-incubator/intro-image-classification-cnn

Science Score: 26.0%

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Keywords

carpentries-incubator english image-classification lesson ml neural-networks pre-alpha python
Last synced: 6 months ago · JSON representation

Repository

new lesson on image classification with convolutional neural networks

Basic Info
Statistics
  • Stars: 2
  • Watchers: 4
  • Forks: 5
  • Open Issues: 34
  • Releases: 0
Topics
carpentries-incubator english image-classification lesson ml neural-networks pre-alpha python
Created almost 3 years ago · Last pushed 6 months ago
Metadata Files
Readme Contributing License Code of conduct Citation Authors

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This repository generates the corresponding lesson website from The Carpentries repertoire of lessons.

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Introduction to Image Classification with Convolutional Neural Networks

This lesson is designed for Software Carpentry users who have completed Plotting and Programming in Python and are looking to jump straight into image classification. We recognize that this jump is quite large and have done our best to provide the content and code to perform these types of analyses.

Note the first episode runs through all of the steps necessary to perform an image classification in order to get participants excited about the topic. By design this episode leaves out a lot of detail and will spark a lot of questions. We follow this introductory episode with an episode on how python sees images as this topic is not covered in PPP. The remaining episodes return to the steps glossed over in the introduction and take a closer look at each in more detail.

Acknowledgements

This lesson was sourced from content in the Learn Deep Learning with Python and Image Processing with Python lessons and wordsmithed with help from ChatGPT

Contributing

We welcome all contributions to improve the lesson! Maintainers will do their best to help you if you have any questions, concerns, or experience any difficulties along the way.

We’d like to ask you to familiarize yourself with our Contribution Guide and have a look at the more detailed guidelines on proper formatting, ways to render the lesson locally, and even how to write new episodes.

Please see the current list of issues for ideas for contributing to this repository. For making your contribution, we use the GitHub flow, which is nicely explained in the chapter Contributing to a Project in Pro Git by Scott Chacon. Look for the tag good_first_issue. This indicates that the maintainers will welcome a pull request fixing this issue.

Maintainer(s)

Current maintainers of this lesson are

  • FIXME
  • FIXME
  • FIXME

Authors

A list of contributors to the lesson can be found in AUTHORS

Note

Citation

To cite this lesson, please consult with CITATION

Owner

  • Name: carpentries-incubator
  • Login: carpentries-incubator
  • Kind: organization

GitHub Events

Total
  • Issue comment event: 2
  • Push event: 39
  • Pull request event: 4
  • Fork event: 2
Last Year
  • Issue comment event: 2
  • Push event: 39
  • Pull request event: 4
  • Fork event: 2

Issues and Pull Requests

Last synced: about 1 year ago

All Time
  • Total issues: 83
  • Total pull requests: 14
  • Average time to close issues: 4 months
  • Average time to close pull requests: 4 days
  • Total issue authors: 5
  • Total pull request authors: 3
  • Average comments per issue: 0.7
  • Average comments per pull request: 1.21
  • Merged pull requests: 14
  • Bot issues: 0
  • Bot pull requests: 0
Past Year
  • Issues: 61
  • Pull requests: 12
  • Average time to close issues: about 1 month
  • Average time to close pull requests: 4 days
  • Issue authors: 5
  • Pull request authors: 2
  • Average comments per issue: 0.41
  • Average comments per pull request: 1.17
  • Merged pull requests: 12
  • Bot issues: 0
  • Bot pull requests: 0
Top Authors
Issue Authors
  • erinmgraham (44)
  • marklcrowe (3)
  • isaac-jennings (3)
  • jasonbell13 (2)
  • craigwindell (1)
  • carpentries-bot (1)
Pull Request Authors
  • carpentries-bot (10)
  • marshal-dteach (2)
  • tobyhodges (1)
Top Labels
Issue Labels
high priority (7) help wanted (7) type:bug (6) type:enhancement (6) type:discussion (5) good first issue (4) status:out of scope (2) documentation (2) question (1) type:accessibility (1) status:in progress (1) type:typo text (1) type:clarification (1) duplicate (1) type:template and tools (1) bug (1) status:wait (1) type: template and tools (1)
Pull Request Labels
type: template and tools (9) type:template and tools (1)

Dependencies

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