Essam

Cannot find reference for the one vs. rest scheme used to extend many algorithms for the multi-class case

1

In the docs, it's frequently mentioned in the references > Supports multi-class resampling. A one-vs.-rest scheme is used when sampling a class as proposed in [1]. So far, every time...

Seeking reference for the shrinkage parameter in `RandomOversampler`

2

I was trying to implement ROSE (Random Oversampling Examples) in Julia, and after considering the paper I decided to look at imbalanced-learn's implementation. There seems to be a `shrinkage` parameter...

Removing todo items or context doesn't reset todo counter

5

Consider repeatedly running: ``` todo rmctx pizza_list --force todo add "Pepperoni" --context pizza_list todo add "Margarita" --context pizza_list todo add "Veggie" --context pizza_list todo add "Supreme" --context pizza_list todo pizza_list...

Does ball tree work with any metric?

2

It says on the Github readme that ball tree works with any metric; I was using it with a custom metric over discrete vectors (like hamming distance) and noticed that...

`Tables.columnnames(Z)` after `Z = Tables.rowtable(X)` or `Z = Tables.dictrowtable(X)` does not return proper column names

4

For instance, ```julia X = DataFrame(rand(Float64, 4, 2), :auto) X_row = Tables.rowtable(X) println(Tables.columnnames(X_row)) X_dict_row = Tables.dictrowtable(X) println(Tables.columnnames(X_dict_row)) X_col = Tables.columntable(X) println(Tables.columnnames(X_col)) ``` yields ``` () (:names, :types, :values) (:x1, :x2)...

Feature Request: Include hyperlink support

3

Thank you for this package. I was interested in converting a PDF with web hyperlinks into markdown but they were not shown in the output. This is expected, right?

**Is your feature request related to a problem? Please describe.** Many Python users would wish to learn Julia but are faced with many tutorials that teach the language as if...

In a previous PR I mentioned that it's not elegant that one has to add a new tutorial to two navigation bars (and modify code instead of data in general)....

Towards validating tutorials render correctly on the website

16

Any changes required to make them do will be made in this PR.

Update existing tutorials

13

In this PR, tutorials will be updated to satisfy the following two conditions: - Run flawlessly on Julia 1.10 with the most recent package version - Make plots only using...