The Gram-Schmidt process | Alternate coordinate systems (bases) | Linear Algebra | Khan Academy

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  • เผยแพร่เมื่อ 3 ก.พ. 2025

ความคิดเห็น • 124

  • @baekalfen
    @baekalfen 11 ปีที่แล้ว +128

    For me, 20 minutes of this is worth more than a 2 hour lecture. Thank you!

  • @asiasuarez6489
    @asiasuarez6489 9 ปีที่แล้ว +131

    Khan Academy coming in clutch right before my Linear Algebra final #KhanAcademyIsBetterThanNYU

    • @HakaTech
      @HakaTech 8 ปีที่แล้ว +24

      Asia Suarez??
      Interesting name. My name is Europe Patel

    • @frankeinstein719
      @frankeinstein719 7 ปีที่แล้ว +14

      You were meant for each other. You need to have a child together and name it Antartica Koulibaly!!!

    • @metra-2020
      @metra-2020 6 ปีที่แล้ว +5

      and thier grand kids must be barcelona and madrid

    • @muneeburrehman5956
      @muneeburrehman5956 6 ปีที่แล้ว

      @@metra-2020 nah turkey would be better

  • @greensasque
    @greensasque 11 ปีที่แล้ว +31

    Although my linear algebra instructor made this easy to follow in terms of the steps and calculations, watching this video I know actually understand WHAT we are doing when we perform these steps. Thank you Sal for the great video tutorial.

    • @lugia8888
      @lugia8888 ปีที่แล้ว +1

      Read your book too. Sometimes videos aren’t necessary to fill the gaps the instructor doesn’t.

  • @InnoRative
    @InnoRative 10 ปีที่แล้ว +19

    damn your U :p
    Tutorials are really nice, and that's really helping. Thank you :)

  • @JT-hl6zd
    @JT-hl6zd 3 ปีที่แล้ว +9

    This felt so intuitive... my mind is blown. Thank you for showing us why math is so cool!

  • @knjiga4
    @knjiga4 10 ปีที่แล้ว +7

    i've never understood this quite right at college but now as i take only this one 20 minute lecture at khanacademy i understand everything. thank you!!

  • @seonaxus
    @seonaxus 9 ปีที่แล้ว +11

    A day before my optional resit of quantum mechanics and here Khan Academy is, saving the day again.

    • @raghavsharma2368
      @raghavsharma2368 9 ปีที่แล้ว +1

      +Árón de Siún Here for my test of Mathematical Methods of Physics :p

  • @steveosazuwa2710
    @steveosazuwa2710 8 ปีที่แล้ว +16

    Saving mathematic lives out here, thanks fam

  • @lynny7868
    @lynny7868 2 ปีที่แล้ว +1

    1:28 How to ensure a basis is orthonormal.
    5:55 Replace v2 with the orthogonal projection of v2 onto v1 and the vector component of u orthogonal to v1.

  • @Space_Lion
    @Space_Lion 3 ปีที่แล้ว +1

    Man this guy's the best. Been using these vids since middle school, and I'm in grad school now. Thanks Khan Academy

  • @anweshadutta8782
    @anweshadutta8782 4 ปีที่แล้ว +3

    I don't have words to show how grateful I feel now

  • @theoldblood3804
    @theoldblood3804 11 ปีที่แล้ว +7

    Hes definitely right when he said its not that bad when youre dealing with the numbers. Memorize the equations and its not too bad. Understanding the proof and why is the hard part.

  • @derek8482
    @derek8482 4 ปีที่แล้ว +3

    Thank you so much, i am so grateful to you Sal. You literally changed everything....

  • @akashraj5073
    @akashraj5073 6 ปีที่แล้ว +2

    thank you khan academy ,it was really useful .i was struggling to understand hilbert space now you made it easy.

  • @ellen128
    @ellen128 2 ปีที่แล้ว +1

    This is so well explained. I had to go back watch it twice though. But makes complete sense now. Thank you so much!!!!

  • @guitarist809
    @guitarist809 14 ปีที่แล้ว +2

    Thanks kahn. You're really helpin me out with my math classes

  • @rishubits
    @rishubits 12 ปีที่แล้ว +3

    great sir!! i love listening to your way of explaining things

  • @ruttananrongsawad2232
    @ruttananrongsawad2232 ปีที่แล้ว

    It became clear later on in the video. thank you so much for making it free!

  • @noneofurbusns3139
    @noneofurbusns3139 9 ปีที่แล้ว +6

    That awkward moment when you understand something in maths :') Thanksss!!

  • @Iphone-bk2mk
    @Iphone-bk2mk 7 ปีที่แล้ว +2

    You're truly great at teaching! Thanks and good luck!

  • @nrrgrdn
    @nrrgrdn 3 ปีที่แล้ว +1

    minor correction @2:15 he should've written " || u_1 || " instead of just " u_1 "

  • @lilymayburke8413
    @lilymayburke8413 10 ปีที่แล้ว +2

    Explained so well! Thank you

  • @Xcrypt1991
    @Xcrypt1991 12 ปีที่แล้ว

    Wish I could do the same. I don't go to many lectures but I still have to read my books because Khan Academy's math is not the kind of formal proof-oriented math you learn in pure mathematics

  • @理科角度看历史
    @理科角度看历史 6 ปีที่แล้ว +2

    无可想象的伟大作品,足以名垂青史的杰作!!!!!

  • @pz0utable
    @pz0utable 13 ปีที่แล้ว +2

    I can't believe it, I'm starting to love Linear Algebra

  • @sundial_dream
    @sundial_dream ปีที่แล้ว

    Thank u so much ! This video really helps me a lots !
    by the student from Tw

  • @gabrielv3654
    @gabrielv3654 8 ปีที่แล้ว +67

    I am so confused.

  • @bangthatdrumb
    @bangthatdrumb 13 ปีที่แล้ว

    these vids are great in conjunction with PAULS online math NOTES

  • @kenikozo
    @kenikozo 13 ปีที่แล้ว +1

    Is there a video from khan that is about "inner product spaces"? Help would be greatly appreciated. Thanks!

  • @jhonatanhernandez3568
    @jhonatanhernandez3568 5 ปีที่แล้ว

    This explanation blew my mind

  • @hosampb5593
    @hosampb5593 3 ปีที่แล้ว

    Khan Academy saving students' asses all over again
    why can't Professors teach like that in universities?

  • @SuperChad1313
    @SuperChad1313 8 ปีที่แล้ว

    Minus that business right there.......love it.....

  • @putin_navsegda6487
    @putin_navsegda6487 2 ปีที่แล้ว

    God bless you Khan! Thank you for your work! 😇

  • @vko7059
    @vko7059 2 ปีที่แล้ว

    Perfect lecture. Thank you.

  • @rhsee
    @rhsee 13 ปีที่แล้ว

    You are a life saver!

  • @ASTROTZUR
    @ASTROTZUR 12 ปีที่แล้ว +2

    There is a small mistake at 16:09 the plus in the pasted part should become a minus.

  • @sukhlegend2614
    @sukhlegend2614 11 ปีที่แล้ว

    Best Explanation EVER!

  • @맥스웰방정식
    @맥스웰방정식 8 หลายเดือนก่อน

    thx u so much😊😊😊😊😊

  • @sana0hk
    @sana0hk 14 ปีที่แล้ว +1

    you r my new hero lol! thank you so much

    • @amairanas8631
      @amairanas8631 3 ปีที่แล้ว +1

      omg 10 years ago!! how is life goin now?

  • @baruahsarthak_
    @baruahsarthak_ ปีที่แล้ว

    Superb explanation!

  • @yeubememe2802
    @yeubememe2802 2 ปีที่แล้ว

    Thank you!

  • @tomasdejmek2520
    @tomasdejmek2520 10 ปีที่แล้ว +24

    You made small mistake, when you copied ( v3 u1 ) u1 + ( v3 u2 ) u2; you created "y3 = v3 - ( v3 u1 ) u1 + ( v3 u2 ) u2"
    right is, "y3 = v3 - ( v3 u1 ) u1 - ( v3 u2 ) u2", i think.

    • @thebugbear
      @thebugbear 6 ปีที่แล้ว +5

      Yes, the sign changes, or you need to use parenthesis.

  • @rkishei
    @rkishei 13 ปีที่แล้ว

    go Purdue! also taking linear second midterm lol
    ... Love your videos Sal, very helpful in understanding these abstract concepts that always get muddled in my head by the book.

  • @leozolotukhin4037
    @leozolotukhin4037 5 หลายเดือนก่อน

    Good evening
    Could someone please explain to me why from proj(v1)v2 we have the result (v2*u1)*u1?
    I didn't get it
    Thanks in advice

  • @gptty
    @gptty 9 ปีที่แล้ว +4

    Doing god's work!

  • @linleybaruch738
    @linleybaruch738 4 ปีที่แล้ว

    Please give my exam for me :(
    Thanks for the tutorial, great explanation :)

  • @spechtbert
    @spechtbert 13 ปีที่แล้ว

    whosss the mann??? khansss the mannn

  • @standardcoder1184
    @standardcoder1184 ปีที่แล้ว

    Do the orthnormal vector basis that we get by Gram-Schmidt are unique

    • @lugia8888
      @lugia8888 ปีที่แล้ว +2

      No. Orthonormal bases are not unique.

  • @HoloUniverse
    @HoloUniverse 14 ปีที่แล้ว

    Much appreciated!

  • @elu7193
    @elu7193 8 ปีที่แล้ว

    thanks! i understood

  • @youssefbenhachem993
    @youssefbenhachem993 5 ปีที่แล้ว

    Oh thank you so much !

  • @sor715
    @sor715 15 ปีที่แล้ว

    hey what program are you using for recording/writing up that stuff?

  • @wedestan
    @wedestan 2 หลายเดือนก่อน

    love you Khan

  • @Vrig
    @Vrig 11 ปีที่แล้ว

    Hm.. could someone please inform me if this is a correct conclusion:
    When he takes the dot product between (5min-10min) v_2 and u_1 and then multiplies by u_1 it's because the dot product yields the magnitude of the projection and by multiplying it with u_1 he gets the vector x? If this is the case; wouldn't it be the same thing to take dot product between v_2 and v_1 and then divide by |v_1| ?

    • @TheJohnnyPatriot
      @TheJohnnyPatriot 9 ปีที่แล้ว +2

      Vrig I thought the same thing when I was doing this in my Linear Algebra class 6 years ago. not sure why you're taking the dot product of the unit vector...the thing is, you still have to multiply by u_1 to get the projection because the dot product is just a number, not a vector

  • @marquez2390
    @marquez2390 5 ปีที่แล้ว +2

    How do you know everything?

  • @achillesarmstrong9639
    @achillesarmstrong9639 7 ปีที่แล้ว

    nice job ,easy to understand.

  • @xmrwzw
    @xmrwzw 15 ปีที่แล้ว

    thaaaanks a lot

  • @nahvkolaj
    @nahvkolaj 14 ปีที่แล้ว

    I...understand!

  • @TheNoHAnthony
    @TheNoHAnthony 12 ปีที่แล้ว

    Thank you. Things in my linalg book become too complicated when they just throw theorems and lemmas at you without explaining what the formulas actually mean....

  • @jennabockman727
    @jennabockman727 5 ปีที่แล้ว

    thank you.

  • @muh_guts
    @muh_guts 4 ปีที่แล้ว

    Sal got color blindness, at 14:25 he meant yellow vector not green

  • @孙林可
    @孙林可 8 ปีที่แล้ว +7

    I'm quite curious, are the subtitles automatically generated? If not, what's going on at 1:46? lul

    • @somebody4061
      @somebody4061 8 ปีที่แล้ว +1

      He said, "you can argue the zero vector is in there."

  • @not1AM
    @not1AM 11 ปีที่แล้ว

    thanks

  • @lowzyyy
    @lowzyyy 7 ปีที่แล้ว

    Correct me if i am wrong but you are missing something. When u were making projections u forgot that for example V2 onto V1 is equal to (V2 dot U1)*u1 OVER lenght of u1.
    Why? Because projection of some vector lets say A onto some line s is equal to ||A||cos(angle between A and s)
    Furthermore if say that A vector is V2 then V2 dot u1= ||u1|| projection V2 onto V1 .
    So projection V2 onto V1 =V2 dot u1 OVER ||u1|| so u are missing to devide everytime with lenght of base vector

    • @ga2yb
      @ga2yb 7 ปีที่แล้ว

      lowzyyy the sizes of u1 U2 etc are all 1 since it is orthaNORMAL. so you can divide by the size, but since it is 2, it doesn't change the outcome

    • @lowzyyy
      @lowzyyy 7 ปีที่แล้ว

      yes, u1 is 1 and lenght is 1.

    • @lugia8888
      @lugia8888 ปีที่แล้ว

      u is unit length so you divide by 1. check your calculations and think about it some more

  • @TheExoticDarkness
    @TheExoticDarkness 9 ปีที่แล้ว

    I don't understand quite why he claims that the projection of v2 on to the subspace v1 can be described as (v2.u1)u1. Can someone help me understand, or is there perhaps part of another video that I missed?

    • @AL-jg8pv
      @AL-jg8pv 8 ปีที่แล้ว

      taking the dot product of 2 vectors gives you the product of how much the 2 vectors travel in 1 direction....but since u1 is a unit vector...so you can say the dot product 'v2.u1' gives you the component of v1 travelling in the direction of u1 ....though the dot product is just a number.....to actually specify that it is in the of direction 'u1' you multiply the dot product (v2.u1)
      by the vector u1 to give it direction..

  • @MrBiudsbiribiubu
    @MrBiudsbiribiubu 12 ปีที่แล้ว

    Where can i find the bibliography you used for this lecture? Now I've got the idea but i'd like to read it ;/

  • @黎銘-s9n
    @黎銘-s9n 3 ปีที่แล้ว

    V_3 is all the linear combinations of v_1, v_2 and v_3, which contains all the vectors in 3 dimension space(assuming it is R^3). in which space does the fourth basis vector v_4 live? Mathematically it's there, but where is it geometrically?

    • @anubhavbhura13
      @anubhavbhura13 3 ปีที่แล้ว

      no where. We as humans do not have a spatial 4 th dimension.

    • @lugia8888
      @lugia8888 ปีที่แล้ว

      After R^3 we do not consider geometry, only structures.

  • @lolalukie713
    @lolalukie713 12 ปีที่แล้ว

    well a in this case is normal (length of one) so a . a is just one

  • @amerkhoury8034
    @amerkhoury8034 4 ปีที่แล้ว

    I really wonder why not all profs and books explain that the same way

  • @internet_user1131
    @internet_user1131 3 ปีที่แล้ว +1

    Why are the concepts of math always made so hard? Why they can't be shown in simple terms like in this video? Who benefits?

    • @lugia8888
      @lugia8888 ปีที่แล้ว

      Some instructors are simpler than this video too

  • @danx74
    @danx74 13 ปีที่แล้ว

    @redougulas
    I have second midterm tomorrow

  • @afmfakhruddin1773
    @afmfakhruddin1773 8 ปีที่แล้ว +1

    Proud to be a Bangladeshi!!.........

  • @Terrax221
    @Terrax221 13 ปีที่แล้ว +1

    When i saw the title i was like: "I know Gram-Schmidt, it´s easy", when i finished the Video is was like: "Aaaaaaaaaah, thats how it works!"

  • @valkon_
    @valkon_ 11 ปีที่แล้ว +1

    very hard...

  • @padmabatinayak2324
    @padmabatinayak2324 2 ปีที่แล้ว

    ❤❤❤❤

  • @StaticSleet
    @StaticSleet 5 ปีที่แล้ว +1

    1.75 speed, thank ye, thank ye

  • @zoala001
    @zoala001 12 ปีที่แล้ว

    i cant get it cuz at school we use a diiferent formula for projection.
    projF on a :[( F.a) / (a.a)]. a

  • @supersonic174
    @supersonic174 6 ปีที่แล้ว +1

    when you compute the projection, you missed the denominator no?

    • @450RacerBill
      @450RacerBill 6 ปีที่แล้ว +1

      Aweri Blakely I’m a little late to answer but the denominator is missing because he’s using the unit vector, I had the same question at first. U = v1 / |v1|

  • @yxooo
    @yxooo 14 ปีที่แล้ว

    @TheNef77
    same story

  • @Ayplus
    @Ayplus 14 ปีที่แล้ว

    SCHMIDTTY!

  • @thesparkflyer
    @thesparkflyer 12 ปีที่แล้ว

    Gram-Schmidt is the shit

  • @suyashmisra7406
    @suyashmisra7406 4 ปีที่แล้ว

    not all heroes wear capes.

  • @theoldblood3804
    @theoldblood3804 11 ปีที่แล้ว +2

    "Its that easy"...lol

  • @arajaram19
    @arajaram19 12 ปีที่แล้ว

    i love you

  • @crossiantlover
    @crossiantlover 12 ปีที่แล้ว

    me too :P

  • @-Good4Y0u
    @-Good4Y0u 7 ปีที่แล้ว +1

    IS there no audio?

  • @bangthatdrumb
    @bangthatdrumb 13 ปีที่แล้ว

    1 professor disliked this video as it made him look bad.

  • @karthikeya0804
    @karthikeya0804 4 ปีที่แล้ว

    he thought for the future 11years ago

  • @sherajr
    @sherajr 15 ปีที่แล้ว

    You are the man! Saving my ass from my shitty professor!

  • @antonblue11
    @antonblue11 13 ปีที่แล้ว

    @sherajr me too lol

  • @TheNef77
    @TheNef77 14 ปีที่แล้ว

    @sherajr You must be in my class. I hate that lady.

  • @Want_Smart
    @Want_Smart 7 หลายเดือนก่อน

    You're just spitting English man 😅

  • @lolalukie713
    @lolalukie713 12 ปีที่แล้ว

    I started clapping. :')

  • @pepper7591
    @pepper7591 8 หลายเดือนก่อน

    im cooked bruh

  • @redougulas
    @redougulas 13 ปีที่แล้ว

    anyone from purdue? i hate linear!

  • @camilly0902
    @camilly0902 13 ปีที่แล้ว

    Haha you repeat things a lot, like individual words :)

    • @patmaxable1
      @patmaxable1 4 ปีที่แล้ว

      9 years ago :o, how is life treating you now?

    • @patmaxable1
      @patmaxable1 3 ปีที่แล้ว

      @dragonzito mojado It all went downhill

  • @ForeverEver-cu9dd
    @ForeverEver-cu9dd 8 ปีที่แล้ว

    You are my life saver!!

  • @marcmarc1637
    @marcmarc1637 ปีที่แล้ว

    Thank you!!!

  • @nesrinenaaman1969
    @nesrinenaaman1969 3 หลายเดือนก่อน

    thank you!

  • @blondii0072
    @blondii0072 12 ปีที่แล้ว

    Thanks man