PCA and UMAP with tidymodels and cocktail recipes

แชร์
ฝัง
  • เผยแพร่เมื่อ 1 ก.พ. 2025

ความคิดเห็น • 34

  • @AlexBorgesBBorg
    @AlexBorgesBBorg 4 ปีที่แล้ว

    Im a beginnerish and boy do I wish I had found your videos earlyer. I bow in signal of respect.

  • @stoianandreimircea1509
    @stoianandreimircea1509 4 ปีที่แล้ว +5

    Thank you again Julia. Bravo on the speed and advance topics covered.

  • @albertcampillo
    @albertcampillo 4 ปีที่แล้ว +3

    Amazing Julia! You make PCA & UMAP concepts crystal clear!

  • @renanxcortes2
    @renanxcortes2 4 ปีที่แล้ว +4

    Great stuff!! Watching your programming fluency (specially in the ggplot2 part) was absolutely amazing! Thanks for posting the video!

  • @gavinaustin4474
    @gavinaustin4474 4 ปีที่แล้ว +4

    Really enjoying these videos, Julia. Please keep 'em coming. I'm planning a quantitative corpus-based study of the use of metaphors in classical music reviews, and I'm considering how I should approach it. This is a new area for me.

  • @danilomlustosa
    @danilomlustosa 2 ปีที่แล้ว

    Thanks Julia, that was amazing!

  • @hesamseraj
    @hesamseraj 4 ปีที่แล้ว

    Bravo, bravo, bravo
    I am supposed to write my final papers but instead, I am trying to learn from you.

  • @Madeinoz1967
    @Madeinoz1967 4 ปีที่แล้ว

    Awesome stuff, I love your style in presenting the topic, and has really helped with tidymodels and PCA. Many Thanks

  • @erickknackstedt3131
    @erickknackstedt3131 4 ปีที่แล้ว +1

    Amazing! Great stuff. Thank you.

  • @konsmberg
    @konsmberg 3 ปีที่แล้ว

    Love your videos, thank you. Hope to see at some point PCA that does NOT use recipes.

    • @JuliaSilge
      @JuliaSilge  3 ปีที่แล้ว +2

      If you don't want to use tidymodels for PCA, you might like Claus Wilke's approach here:
      clauswilke.com/blog/2020/09/07/pca-tidyverse-style/

    • @konsmberg
      @konsmberg 3 ปีที่แล้ว

      @@JuliaSilge thank you!!!

  • @nicolacatena9025
    @nicolacatena9025 4 ปีที่แล้ว

    Julia you are amazing! :)

  • @wapsyed
    @wapsyed ปีที่แล้ว

    Your videos are therapeutic haha

  • @pritomroy2465
    @pritomroy2465 4 ปีที่แล้ว +1

    Wow, umap is already in r !
    just moved to umap over tsne.

  • @christospapadopoulos7704
    @christospapadopoulos7704 4 ปีที่แล้ว +2

    Julia you are a goddess!! Thank you.

  • @dariyatukhmetova1172
    @dariyatukhmetova1172 3 ปีที่แล้ว

    Great tutorial, thank you

  • @williamhenry7226
    @williamhenry7226 3 ปีที่แล้ว

    Great presentation! Dashboard issues. Power BI and umap are not dancing together.

  • @Levy957
    @Levy957 2 ปีที่แล้ว

    i love your videos

  • @ytoren
    @ytoren 4 ปีที่แล้ว +1

    Would it not make sense to use REGEX one-liners to generalise a lot of the replacements?
    match = "(orange|grapefruit|lemon|...)\s?juice", replace = "$1"
    match = " ?([0-9])/([0-9])", replace = "$1 $2" %>% str_split(" ") %>% function(x) {x[1]/x[2]}

    • @JuliaSilge
      @JuliaSilge  4 ปีที่แล้ว +3

      Yes, I think I even said that at 6:54 or so, that it would have been better to use a little function.

  • @patolobos8266
    @patolobos8266 4 ปีที่แล้ว

    Thanks Julia! :-)

  • @elysium55916
    @elysium55916 4 ปีที่แล้ว

    Thanks Julia! Can you ggplot a rotating 3D plot with the first 3 components?

    • @JuliaSilge
      @JuliaSilge  4 ปีที่แล้ว +3

      You might check out the tourr package for something like that: ggobi.github.io/tourr/

  • @Actanonverba01
    @Actanonverba01 4 ปีที่แล้ว

    Great Presentation. However I would have liked a little more explanation on the UMAP, But otherwise 9.5/10.

  • @JOHNSMITH-ve3rq
    @JOHNSMITH-ve3rq 4 ปีที่แล้ว

    Julia - considered putting all this code on github? Would make it a lot easier to reference! Thank you.

    • @JuliaSilge
      @JuliaSilge  4 ปีที่แล้ว +1

      You can find the code that builds my blog here: github.com/juliasilge/juliasilge.com
      The blog posts are in /content/blog/

  • @PA_hunter
    @PA_hunter 2 ปีที่แล้ว

    Hi Julia, I am working on a project and am stuck between two general types of errors when prepping my PCA recipe:
    the first is this: Error in svd(x, nu = 0, nv = k) : infinite or missing values in 'x'
    I interpret this to be some issue with missing data so I have tried both step_naomit and step_other as solutions.
    When I go to prep these updated recipes, I get errors along the lines of:
    ℹ It must be numeric or character.
    Backtrace:
    1.
    recipes::prep(pca_rec, training = datatest)
    26.
    rlang::cnd_signal(``)
    Do you know what might be going wrong? Thanks!

    • @JuliaSilge
      @JuliaSilge  2 ปีที่แล้ว

      Hmmmm, it's hard to say from just this information. I suggest that you create a reprex demonstrating your problem:
      www.tidyverse.org/help/
      And post on RStudio Community:
      rstd.io/tidymodels-community
      That is a good place to get help for R coding problems. Good luck!

  • @teorems
    @teorems ปีที่แล้ว

    Bitters are good for health!

  • @stuartedwards3622
    @stuartedwards3622 3 ปีที่แล้ว

    Love your work Julia, but could you please ask TH-cam to stop subtitling you as Julia Silly as you clearly are not 😂

    • @JuliaSilge
      @JuliaSilge  3 ปีที่แล้ว +1

      HA I really should work on doing my own subtitles instead of letting TH-cam autogenerate them!!