Introduction to residuals and least squares regression

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  • Опубликовано: 4 окт 2024

Комментарии • 106

  • @jollycolours
    @jollycolours 3 года назад +272

    in less than 8 mins, you taught me what my teacher couldn't in a whole semester. Thank you sooooo much, sensei!

  • @StickyBrickit
    @StickyBrickit Год назад +29

    Even though these videos are getting fairly old now I still think they are amongst some of the best on the Internet!

    • @nicholascunningham6936
      @nicholascunningham6936 6 месяцев назад +2

      Eh, old or not, math is math. It's not changing any time soon. And I agree, these videos are a godsend

  • @torinstudios9768
    @torinstudios9768 6 лет назад +77

    Ive been struggling with this for my exam tomorrow and this really helped me understand it better- thanks man

  • @jawdee9395
    @jawdee9395 Год назад +1

    As a freshie in HS I’m watching this right before midterms and BOY HAS THIS HELPED ME A BIT

  • @acinomknip
    @acinomknip 5 лет назад +12

    seriously I have been following every single video of yours. such great help. so much easier to understand than the lectures and so much fun!!

  • @shashikantdwivedi5792
    @shashikantdwivedi5792 6 лет назад +12

    This helped me understanding linear regression as I am studying machine learning

  • @chvrleshd
    @chvrleshd 4 года назад +1

    iv'e been searching everywhere and watching videos for an unambiguous explanation of OLS. Finally someone explains properly

  • @saraharsalan8367
    @saraharsalan8367 4 года назад +1

    Thank you, this explanation makes the topic much easier to understand!

  • @B760B
    @B760B Год назад +2

    You taught me what i needed to know in 6 minutes and my math teacher couldnt in 2 months

  • @Homes-x8r
    @Homes-x8r 6 лет назад +6

    Always find my answers from here thank you

  • @Josephus_vanDenElzen
    @Josephus_vanDenElzen 5 лет назад +12

    7:10 The higher the absolute deviation from the line, the heavier the weight, because of squaring

  • @frankielabro7935
    @frankielabro7935 6 лет назад +93

    Where is the link to the next video? I suggest you put a link to the next video at the end of the clip.

    • @ChrisS-bq4pj
      @ChrisS-bq4pj 5 лет назад +15

      You can also find this video on his website. Then you can make some questions too so you learn and understand it even better and it provides you videos in the right order!
      www.khanacademy.org/math/statistics-probability/describing-relationships-quantitative-data/regression-library/v/introduction-to-residuals-and-least-squares-regression

  • @zaidthunder1
    @zaidthunder1 7 лет назад +3

    you never cease to surprise.

  • @fatimak6440
    @fatimak6440 11 месяцев назад

    khanacademy is the G.O.A.T.

  • @syedmustahsan4888
    @syedmustahsan4888 2 месяца назад

    Thanks a lot. That was awosome

  • @jayneebayful
    @jayneebayful 6 лет назад +2

    thanks I actually have a better understanding now

  • @홍진성-l9y
    @홍진성-l9y 7 лет назад +2

    really thank you for this wonderful video!!

  • @israrkarim65
    @israrkarim65 7 лет назад +10

    Awsome Vedio. Love from Pakistan.

  • @Mahmoud-ys1kt
    @Mahmoud-ys1kt Год назад

    Always Great Sal , Thanks

  • @merakicloudd
    @merakicloudd Год назад

    Thank you, this was very very helpful

  • @chathurapriyashan5531
    @chathurapriyashan5531 7 месяцев назад

    very very clear

  • @dharnie9861
    @dharnie9861 3 года назад

    Thanks for this guide

  • @bogdanilie6152
    @bogdanilie6152 3 года назад

    Better than my university lecturer.

  • @amitabhjayaswal
    @amitabhjayaswal 6 лет назад +3

    First, THANKS.
    Second, please resolve 2 issues:
    1. Why is the line named Regression Line. From simple English language, I understand the Regression is the opposite of Progression. There should be some thought behind statisticians choosing this word to-draw-a-line-to represent-data. What's that reason?
    2. For certain reason, I'm supposed to learn the Partial Least Squares Regression. Importantly, I don't have a background in Statistics. I'm finding it difficult to chart a conceptual-rung-of-ladder to achieve that goal. Can you please guide me to a series of URLs to learn PLS starting from basics through appreciating the concept nicely? This is my need and I'd be grateful if you address it.
    Thanks and best regards.

  • @jesusvelazquezdelatorre8060
    @jesusvelazquezdelatorre8060 3 года назад

    Great video THANKS!!!

  • @PrachitiPimple
    @PrachitiPimple 4 года назад

    Great video...good explaination👍🏻

  • @nitnvg
    @nitnvg 5 лет назад

    fantastic explanation

  • @abdulrahmanradwan6167
    @abdulrahmanradwan6167 4 года назад

    It is very useful

  • @gagandeep1986
    @gagandeep1986 3 года назад +1

    Thanks for the useful video. What software,platform you are using for writing is it ipad ?

  • @DKTheWhiteMexican
    @DKTheWhiteMexican 7 лет назад +4

    Great video. Too bad I finished my stats class 2 weeks ago ]= I could of used it.

  • @truthigiraneza6489
    @truthigiraneza6489 7 лет назад

    Nice work!

  • @larissacury7714
    @larissacury7714 2 года назад

    thank you!

  • @kallolbrc
    @kallolbrc 4 года назад +4

    Great video! Very interesting... what software are you using to draw the lines? It seems very flexible and effective.

    • @RubyMaster13
      @RubyMaster13 Год назад

      Pretty sure it's just Khan Academy's software.

  • @mateoafshar3906
    @mateoafshar3906 3 года назад +2

    I still do not understand the reason why my teachers don't use these as an explanation video instead of something else.

  • @magnus4681
    @magnus4681 3 года назад +1

    Is there a way to watch these in the correct order? :D

  • @A.K04
    @A.K04 4 года назад

    Thank you.

  • @wenh428
    @wenh428 3 года назад

    Reviewing to prepare for my interview tomorrow 😅

  • @adosar7261
    @adosar7261 5 лет назад +4

    How do you calculate the slope "m" in a non cartesian coordinate system ? (non ortho-regular system)

    • @sethm3856
      @sethm3856 5 лет назад +1

      plug it into excel :P

  • @mr.physica9839
    @mr.physica9839 7 лет назад

    please make tutorial videos on tensor

  • @rezafarin8847
    @rezafarin8847 4 года назад +5

    Hi Sal! What program are you using to make those straight line "masks" (where you orient the line "mask" 1st and then draw over it) I'm not seeing this feature in Smoothdraw...I see drawing straight lines but nothing that lets you lay down the line "mask" and then draw so it only fills in inside the "mask" (e.g. 1:46 of this video)

  • @monsymg7340
    @monsymg7340 6 лет назад +1

    Someone answer me but basically observed value minus (-) predicted value?

  • @RachelPun
    @RachelPun 2 года назад

    Why are both correlation coefficient and residual "r"?? Isn't that confusing?

  • @kelvinmuinde3208
    @kelvinmuinde3208 3 года назад

    Please make the board on light mode.. The writings on the board aren't visible

  • @qsfrankfurt9513
    @qsfrankfurt9513 2 года назад +1

    which software are you using to create all this?

  • @syd5338
    @syd5338 5 лет назад +3

    How do you do it when you start with a table of values?

    • @maazqasim1639
      @maazqasim1639 5 лет назад +1

      Sydney Adams use the x and y from the table to plot dots on a graph

  • @Regressor14
    @Regressor14 Год назад

    what is difference between residuals and bias?

  • @davidecontu3870
    @davidecontu3870 7 месяцев назад

    If the aim of the least squares is to elevate the residuals to allow them to have a larger impact in the model, why don't we elevate them by 3, 10, 1000...? That would represent an even higher impact in the model

  • @sasivardhanbonthu8159
    @sasivardhanbonthu8159 3 года назад

    why we are squaring the residuals ?? i case of negative values if we upply mod then it will become positive then what the case with the squares of the residuals

  • @aatikanaim8332
    @aatikanaim8332 2 года назад

    can you please share the link of the next video? i am not able to find it.

  • @awabqureshi814
    @awabqureshi814 7 лет назад +11

    What program is this? I am considering using it for sketching my own graphs and such

    • @maxrod98
      @maxrod98 5 лет назад +1

      SmoothDraw 3 i just googled it, and it is free

    • @nogapres3007
      @nogapres3007 4 года назад

      @@maxrod98 that rhymed

    • @shrutisingh8903
      @shrutisingh8903 3 года назад

      @@nogapres3007 😂😂😂😂😂😂

  • @absolute___zero
    @absolute___zero 4 года назад

    you forgot to mention about *unobservable* and *observable* values

  • @christophegauthier5945
    @christophegauthier5945 3 года назад

    You're mixing up weight and height at around 3:30.

  • @SarcyseTiranin
    @SarcyseTiranin 7 лет назад +13

    I have no idea what this video is talking about...... yet.

    • @galeboetticher485
      @galeboetticher485 7 лет назад

      SarcyseTiranin In which grade are you, and from which land?

    • @hadleyd
      @hadleyd Год назад

      you ever find out?

    • @SarcyseTiranin
      @SarcyseTiranin Год назад +1

      @@hadleyd I don't even remember leaving this comment dude. Lol.

  • @PatrickQuiller-x7k
    @PatrickQuiller-x7k 18 дней назад

    Powlowski Extension

  • @calebkim2275
    @calebkim2275 6 лет назад +10

    Who's here for finals carnegie

  • @waxbias
    @waxbias 10 месяцев назад

    i still don’t get it :/ you lost me at weight =m(height)+b what does that mean!! please am i like severely mentally i’ll and can’t understand rules or was it not directly explained why we suddenly wrote that like the cause not even why but the why for the why

  • @WallaceNick-h1s
    @WallaceNick-h1s 25 дней назад

    Ratke Fields

  • @coneman1015
    @coneman1015 Год назад

    5:24, sorta got lost after this, can anyone help me out?

  • @m00gan64
    @m00gan64 3 года назад

    still confused. its too fast for me

  • @ephemeraldoodles4579
    @ephemeraldoodles4579 7 лет назад +2

    70thviewer, 3rd liker, 3rd comment! 😁

  • @russellscales
    @russellscales 5 лет назад +1

    where my precalculus gang

    • @ABC2691
      @ABC2691 5 лет назад

      im here lol

  • @iheartrod0211
    @iheartrod0211 4 года назад

    midterms 😣!

  • @goldenscout1037
    @goldenscout1037 Год назад

    I can literally NEVER understand ANYTHING from their math videos and everyone is saying how simple it is what??

  • @elizabethrobalino1317
    @elizabethrobalino1317 5 лет назад +1

    Sal does good in the video, he always does, but i don't know why his voice annoys the heck out of me!

  • @Allyicool
    @Allyicool 5 лет назад +1

    I owe you my degree. Can you be my dad ?

  • @catherinewalpole5698
    @catherinewalpole5698 5 лет назад

    i somehow get more confused listening to you hop around so much. please be more organized

  • @NoForGayJesus
    @NoForGayJesus 6 лет назад +55

    wtf im a freshman learning this and i dont understand, welp

    • @maijiathao2656
      @maijiathao2656 6 лет назад +4

      Same..

    • @ethansaye4057
      @ethansaye4057 6 лет назад +9

      You are probably doing a basic level of this in algebra however, when you get to a proper STATS class this completely changes. STATS is more of a conceptual math rather than you normal algebraic math classes. That is what makes it challenging, the math itself is not too challenging.

    • @ccuuttww
      @ccuuttww 6 лет назад +1

      can u tell which part U don't understand or u have no idea what is this thing doing about

    • @mulder19x95
      @mulder19x95 6 лет назад +6

      I second this. I'm currently taking Stats right now and what makes it so challenging is its a very conceptual form of math. It's not like 1+1=2 at all, it's like learning an alien language. It's very challenging but Khan Academy is the best help you can find on the matter.

    • @noemartinez3125
      @noemartinez3125 6 лет назад

      It scared me that we have the same name. I’m in 7th tho