• Applied Predictive Modeling
  • Table of Contents
  • Data
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Applied Predictive Modeling Applied Predictive Modeling

  • Applied Predictive Modeling
  • Table of Contents
  • Data
  • Figures
  • Computing
  • Errata
  • Blog
  • About
  • Links
  • Training

New Location for the APM Blog

We're reactivating the blog and moving it to blog.aml4td.org. New posts will show up there and we've reproduced the old posts too. The blog name will remain the same.

We won't be shutting this site down for a long while but I would point your RSS feeds to the new location.

The new URL reflects that we are writing a new book called Applied Machine Learning for Tabular Data (aml4td). From that site:

We want to create a practical guide to developing quality predictive models from tabular data. We’ll publish materials here as we create them and welcome community contributions in the form of discussions, suggestions, and edits.

We also want these materials to be reusable and open. The sources are in the source GitHub repository with a Creative Commons license attached (see below).

Our intention is to write these materials and, when we feel we’re done, pick a publishing partner to produce a print version.

The book takes a holistic view of the predictive modeling process and focuses on a few areas that are usually left out of similar works. For example, the effectiveness of the model can be driven by how the predictors are represented. Because of this, we tightly couple feature engineering methods with machine learning models. Also, quite a lot of work happens after we have determined our best model and created the final fit. These post-modeling activities are an important part of the model development process and will be described in detail.

We'll see you there!

(The banner image is by Brandable Box)

Tagged with moving.

February 26, 2024 by Max Kuhn.
  • February 26, 2024
  • Max Kuhn
  • moving
Screen Shot 2021-10-07 at 1.25.38 PM.png

2022 tidymodels user survey

Screen Shot 2021-10-07 at 1.25.38 PM.png

We are conducting another survey to see where users would like us to spend our development time.

Here's a link to the survey!

Tagged with RStudio, tidymodels, R.

October 7, 2021 by Max Kuhn.
  • October 7, 2021
  • Max Kuhn
  • RStudio
  • tidymodels
  • R
  • Post a comment
Comment
tm-banner-small.png

tidymodels updates and voting!

tm-banner-small.png

While I'm still supporting caret, the majority of my development effort has gone into the tidyverse modeling packages (called tidymodels).

If you've never heard of this, we have just made an excellent learning resources at tidymodels.org. You might consider focusing on the Get Started pages.

Another item of note: help us guide development of this ecosystem by voting for new features! Vote here:

Do you want to share YOUR opinion on next steps in tidymodels development? 🤗 Take this short survey! #rstatshttps://t.co/yJ95qVTiIE pic.twitter.com/BON7ZzwaYF

— Julia Silge (@juliasilge) April 27, 2020

Tagged with tidymodels, R.

April 27, 2020 by Max Kuhn.
  • April 27, 2020
  • Max Kuhn
  • tidymodels
  • R
  • 2 Comments
2 Comments
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Applied Predictive Modeling Applied Predictive Modeling

Applied Predictive Modeling is a book on the practice of modeling when accuracy is the primary goal.

  • Applied Predictive Modeling
  • Table of Contents
  • Data
  • Figures
  • Computing
  • Errata
  • Blog
  • About
  • Links
  • Training
Applied Predictive Modeling
$85.45
By Max Kuhn, Kjell Johnson
Buy on Amazon