i'm a newbie in programming. I try to use this library. it's very useful for me.
I want to show centroid in K-means clustering. how to show it? thank u so much..

Following up on the discussion here, it would be good to document how to get reproducible results with UMAP.

I think we should consider changing random_state in the UMAP constructor to a seed (e.g. 42, like the new transform_seed default) so that UMAP is reproducible by default.

We should document that users can set `ran

In the Regression_diagnostics notebook , you are presenting the Shapiro-Wilk test.

The Shapiro-Wilk test's null hypothesis is that the data come from a Gaussian distribution. Therefore, the lower the p-value, the higher the change to reject the Gaussian distribution. The notebook

@sirusb, @ttriche: as contributors of PRs to this package, would you like to be acknowledged as such in the Authors@R field of the DESCRIPTION? You don't need to provide an email address, just a suitable identifier, e.g. first name and last name. For reference, the field currently looks like:

    c(person("James", "Melville", email = "jlmelville@gmail.com", role = c("aut", "cre")),
 

Unless I'm missing something, the implementation (and docs) of llsq don't agree with the statement on the documentation index that data matrices have features as rows and observations as columns.

In the following code from the llsq documentation, the number of observations is 1000, and the number of features is 3, but the observation matrix X has 1000 rows and 3 columns, and the output fr

It would be nice if it supports Thin Plate Spline (TPS) interpolation.

The doctstring for _randomized_dpca says that it returns P, encoding matrices used to transform data, and D, decoding matrices used to inverse transform data.

However, the actual implementation of transform(X) uses D and the [implement

Apparently, the absolute path of the Travis build is used (/home/travis/...) instead of the relative path to the current page.

For example, Fs Peptide (in RAM) links (in the bottom) to [this page](http://msmbuilder.org/home/travis/build/msmbuilder/msmbuilder/docs/_build/html/examples/Fs-Peptide-in-RAM/Fs-Peptide-in-RAM.ipynb

For discrete data like spikes the transform function that maps the data into the aligned space can smear out the spikes in time, leading to continuous values. We should add an option to either round spikes to the nearest bin, or return the continuous times of the spikes in the aligned space.