Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Uniformly distributed kernels for LOESS regression #69

Merged
merged 2 commits into from
Jan 2, 2023

Conversation

GeorgWa
Copy link
Collaborator

@GeorgWa GeorgWa commented Jan 1, 2023

No description provided.

@review-notebook-app
Copy link

Check out this pull request on  ReviewNB

See visual diffs & provide feedback on Jupyter Notebooks.


Powered by ReviewNB

@GeorgWa GeorgWa changed the base branch from main to development January 1, 2023 20:38
@@ -9,7 +9,7 @@
},
{
"cell_type": "code",
"execution_count": null,
"execution_count": 1,
Copy link
Collaborator

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

nbdev_clean is missing

"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"image/png": "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",
Copy link
Collaborator

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

I think it is better to use a fixed random seed to generate the data points, otherwise images are always changed for each push, which might make this repo "unexpectedly" larger

@jalew188
Copy link
Collaborator

jalew188 commented Jan 2, 2023

Looks good, can merge now

@jalew188 jalew188 merged commit 43b844b into development Jan 2, 2023
@jalew188 jalew188 deleted the uniformly-distributed-loess-kernels branch January 9, 2023 13:28
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment
Labels
None yet
Projects
None yet
Development

Successfully merging this pull request may close these issues.

2 participants