Update ATL07 point cloud classifier notebook #29
Merged
Conversation
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
ATL07 points are not actually photons, but an aggregate of ATL03 points.
Demonstrate how the trained model can be used to produce classification results in a new column of the GeoDataFrame, and compare those predictions with the groundtruth in a confusion matrix plot. Added some closing words about data-centric and model-centric ways of improving the results, and added the Petty et al. 2021 paper to the citation list as credit to Alek's help.
scottyhq
approved these changes
Aug 19, 2024
weiji14
changed the title
|
Gonna merge this first, and try to work on the bibliography later (always takes me a few tries to get that right). |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
Add this suggestion to a batch that can be applied as a single commit.
This suggestion is invalid because no changes were made to the code.
Suggestions cannot be applied while the pull request is closed.
Suggestions cannot be applied while viewing a subset of changes.
Only one suggestion per line can be applied in a batch.
Add this suggestion to a batch that can be applied as a single commit.
Applying suggestions on deleted lines is not supported.
You must change the existing code in this line in order to create a valid suggestion.
Outdated suggestions cannot be applied.
This suggestion has been applied or marked resolved.
Suggestions cannot be applied from pending reviews.
Suggestions cannot be applied on multi-line comments.
Suggestions cannot be applied while the pull request is queued to merge.
Suggestion cannot be applied right now. Please check back later.
Update the ATL07 point cloud classification notebook (originally created at #17) to:
TODO:
Preview at https://deploy-preview-29--icesat2-website2024.netlify.app/tutorials/machine-learning/point_cloud_classifier#part-3-training-the-neural-network