Principal component analysis for hip hop songs with tidymodels

แชร์
ฝัง
  • เผยแพร่เมื่อ 1 ก.พ. 2025

ความคิดเห็น • 25

  • @madisonweber
    @madisonweber 4 ปีที่แล้ว +21

    Love these video's.
    For me personally the best way to learn R is through these follow-along videos.

  • @louismaiden8360
    @louismaiden8360 4 ปีที่แล้ว +8

    Love it Julia! This is a great service to the R community :D

  • @Symmetryful
    @Symmetryful 4 ปีที่แล้ว +4

    Thanks Julia. These videos are truly excellent. Like another commenter posted, I too find videos like this immensely helpful in improving my R skills.

  • @alelust7170
    @alelust7170 4 ปีที่แล้ว +2

    Cheers!
    Always perfect your videos!

  • @ryan875875
    @ryan875875 4 ปีที่แล้ว

    Thanks Julia. This is the best source to learn the tidy model frame work.

  • @frederickcorpuz9341
    @frederickcorpuz9341 4 ปีที่แล้ว +2

    Notes:
    31:30 = check for correlation across variables {corrr}
    38:30 = recipe for PCA + graph contributors to PCA + perc variance explained by each PCA sdev + get PCA values juice() {tidymodels}
    45:00 = reorder_within(), scale_y_reordered() {tidytext}

  • @mariodominguez2627
    @mariodominguez2627 4 ปีที่แล้ว +2

    wow Julia, thank you very much, I have made these analyzes without Tidymodels and this blows my mind! Could you make a video with Multiple Correspondence Analysis? THANK YOU!

  • @atilaorlov
    @atilaorlov 4 ปีที่แล้ว

    Great videos and explanations, cheers from Mexico!

  • @rahulrokkam8174
    @rahulrokkam8174 4 ปีที่แล้ว

    Thank you for this video!!

  • @edGoldi
    @edGoldi 4 ปีที่แล้ว

    Great stuff!! thanks a lot!!

  • @VinnieGaul
    @VinnieGaul 4 ปีที่แล้ว

    Hi Julia, great video. Would PLS make more sense in this case in order to see variability in respect to the target? Although it seems as step_pls does not exist within tidymodels

  • @karahestranho
    @karahestranho 3 ปีที่แล้ว

    Hey Julia, thanks for sharing!
    I have a question.
    Aren't the variables mode and key qualitative?
    I got that they are INT in your data, but I can't see how they'd be quantitative.
    I'm looking forward to your answer!!
    I've been learning a lot with you!

    • @JuliaSilge
      @JuliaSilge  3 ปีที่แล้ว +1

      I can see what you're saying here, yes, but the mode was already basically an indicator/dummy variable so not much different than what we'd do anyway. For key, I could definitely see your argument that it should be treated qualitatively (is that really a meaningfully continuous variable?) in which case we would want to create dummy/indicator variables with it.

    • @karahestranho
      @karahestranho 3 ปีที่แล้ว

      @@JuliaSilge thanks for your attention, Julia!
      I love your videos!

  • @dariyatukhmetova1172
    @dariyatukhmetova1172 3 ปีที่แล้ว

    great tutorial. But I am unable to reproduce.
    Package ‘spotifyr’ was removed from the CRAN repository. :(

    • @JuliaSilge
      @JuliaSilge  3 ปีที่แล้ว +1

      You should be able to still install from GitHub: www.rcharlie.com/spotifyr/

    • @dariyatukhmetova1172
      @dariyatukhmetova1172 3 ปีที่แล้ว

      @@JuliaSilge thank you for the link

  • @taralynn9161
    @taralynn9161 4 ปีที่แล้ว

    For the last part in your linear model, would you be able to include the rater's gender or any demographic variable/phenotype variable of the rater into the linear model? Could one do a separate PCA of the rater variables then include those components in a lm as well?

  • @winnumber101
    @winnumber101 3 ปีที่แล้ว

    Think I’m going to move my R console to the top right too now

  • @vikranttyagiRN
    @vikranttyagiRN 4 ปีที่แล้ว

    Thanks alot for this

  • @marcogelsomini7655
    @marcogelsomini7655 2 ปีที่แล้ว

    great coding skils! well the low % of variance for each PC anticipate poor model results ahah

  • @mahtabalam379
    @mahtabalam379 3 ปีที่แล้ว

    Explanae linear Models

  • @tiernanmartin3729
    @tiernanmartin3729 4 ปีที่แล้ว +1

    get those Arial labels outta here! :D

  • @flamboyantperson5936
    @flamboyantperson5936 4 ปีที่แล้ว

    Don't you make videos on python? Your videos are very comphrensive and I want you to make videos on python.