Abstract vector spaces | Chapter 16, Essence of linear algebra

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  • čas přidán 23. 09. 2016
  • This is really the reason linear algebra is so powerful.
    Help fund future projects: / 3blue1brown
    An equally valuable form of support is to simply share some of the videos.
    Home page: www.3blue1brown.com/
    Full series: 3b1b.co/eola
    Future series like this are funded by the community, through Patreon, where supporters get early access as the series is being produced.
    3b1b.co/support
    Thanks to these viewers for their contributions to translations
    Russian: e-p-h
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Komentáře • 2,9K

  • @taraspokalchuk7256
    @taraspokalchuk7256 Před 7 lety +8550

    I think we should all stand up and applaud

    • @vasishtapolisetty639
      @vasishtapolisetty639 Před 6 lety +216

      I just did! Alone in my room. A special moment!

    • @christianwireko5871
      @christianwireko5871 Před 6 lety +41

      me too!

    • @atarzwell
      @atarzwell Před 6 lety +54

      1 liek = 1 clap

    • @bhavulgauri7832
      @bhavulgauri7832 Před 5 lety +142

      I think many of us did, in front of our computer screens. This guy has linearly transformed us into better selves.

    • @john_atkins
      @john_atkins Před 5 lety +50

      I can't explain how much more confidence I have to not just tackle linear algebra, but use it as an actual tool.

  • @DrJx-hk4np
    @DrJx-hk4np Před 3 lety +4053

    And he understood perfectly all of those geometric interpretations without watching his own videos first. He is a genius

    • @snowy0110
      @snowy0110 Před 3 lety +285

      Agree
      He is genius not only he understood it without the visualisations he gave us, he is genius because he managed to entangle the mess of formulas and give us the simple and intuitive way of thinking (the way it was actually invented) which, I presume, is really hard to find on any paper book (because it is just paper book, not a video). I clearly see now that the classic book from my university has really no intention to teach linear algebra, but merely serve as cryptic notes for the lectures (pretty crap lectures, I gotta say, as they just wasted tons on peoples time without a decent explanation what actually we were doing).
      3b1b, Grant is a genius, I love him.

    • @l.1244
      @l.1244 Před 3 lety +18

      @@snowy0110 tbh. That's how it should be. It's about mass first. You'll get the intuition once you start to really work with the concepts in later semesters. But the beginning is just a excersice in keeping your head down and accepting it as it is.

    • @jackismname
      @jackismname Před 3 lety +55

      I would say he is more of a genius for executing these animated masterpieces. A lot of mathematicians are exposed to these ideas and the visualizations are given on paper, but I don’t think anyone really knew there was such a thirst for mathematical animations on youtube that Numberphile scratched the surface of.

    • @mastershooter64
      @mastershooter64 Před 3 lety +40

      if he is a genius then think about the mathematicians who invented these concepts, and about the mathematicians, who understood these flawlessly and built upon these concepts to invent new concepts

    • @guyguy1811
      @guyguy1811 Před 3 lety +22

      @@l.1244 I think that a terrible opinion. I would more then happy to share why if you steal believe what you wrote.

  • @RSA_Shock
    @RSA_Shock Před rokem +579

    I think I speak for many people when I say you have had the single largest impact on my academic life and how I go about learning (whether it be math or anything else really). This is true education, from the bottom of my and many others hearts, Thank you for all that you do Grant.

  • @johnzhang1139
    @johnzhang1139 Před 2 lety +835

    Ultra-quality visuals and ingenious interpretations of Math from someone who really understands it and the difficulties it presents to most of us. One marvellous educator he is!

  • @10monthspregnant
    @10monthspregnant Před 6 lety +3305

    There is a special place in heaven for teachers like you.

  • @alexwang982
    @alexwang982 Před 5 lety +2281

    Wow.
    Derivatives are freaking linear transformations.
    My whole math just changed

    • @hektor6766
      @hektor6766 Před 5 lety +115

      Now think about what transformations integrals and partial derivatives are.

    • @taeyeonlover
      @taeyeonlover Před 4 lety +59

      I just realised FT is linear and looked it up to find DFT is "a change of basis"

    • @mukeshkhatri3850
      @mukeshkhatri3850 Před 4 lety +10

      I might be wrong, but does this make derivative linearly dependent?

    • @MrMctastics
      @MrMctastics Před 4 lety +30

      I'm in the process of getting a degree in math. I like to say I have a degree in linear operators

    • @MuffinsAPlenty
      @MuffinsAPlenty Před 4 lety +171

      Mukesh Khatri - The derivative is a linear transformation, not a set of vectors, so it doesn't make sense to call it "linearly dependent" or "linearly independent". But while using the wrong terminology, I think you have still noticed something. The derivative linear transformation has a nonzero kernel. In fact, it sends the basis element {1} to 0, so the kernel is one-dimensional. It collapses a "line" (all scalar multiples of 1, i.e., all constants) in the set of polynomials to the origin.
      This means that the derivative is not reversible (you can't undifferentiate) since it collapses part of space. Luckily, it only has a one-dimensional collapse, which is why any two antiderivatives of a function different by a constant.

  • @youcefyahiaoui1465
    @youcefyahiaoui1465 Před 4 lety +534

    I am 52 year old and I considered myself until now as not so bad in math especially in linear algebra. But watching your series (that I could not stop by the way until the end) is the best education in linear algebra bar none. Kudos to you, outstanding everything! You got my 200/100.

  • @re1konn
    @re1konn Před 3 lety +444

    "Abstractness is the price of generality."
    I'll remember that at least😅

  • @jackkennedy98
    @jackkennedy98 Před 7 lety +1698

    You are making the world a better place.

    • @zes7215
      @zes7215 Před 5 lety +2

      no such thing as better or worse

    • @tomersvirsky5807
      @tomersvirsky5807 Před 5 lety +19

      you know that he meant that he likes better the world that 3Blue1Brown is helping shape. No need to always be a smartass.

    • @LittleLionRawr
      @LittleLionRawr Před 5 lety +8

      @@zes7215 There is. Unless you're looking from a pessimistic nihilistic point of view.

    • @notnilc2107
      @notnilc2107 Před 5 lety +3

      @@LittleLionRawr I think you mean objective rather than pessimistic/nihilistic. Pessimism and nihilisim stem from objectivity (e.g. the existence and continuation of life has no meaning because it was basically a happy set of coincidences that have no intrinsic/objective value) but they aren't fully representative of being objective.
      For example there might be an optimistic person who looks at the pointlessness of life as a reason to live, since if life is pointless then the opposite of life (or the complete absence of the mere notion of life) is equally pointless, which allows them to be objective even though they are technically being subjective (by continuing to choose to live). This person would also say that there are no such things as better or worse, but would also say that life has objective meaning based on the axiom that sentience is good, since to be able to comprehend the pointlessness of sentience you'd have to have sentience in the first place (it's kinda obvious that last point).

    • @LittleLionRawr
      @LittleLionRawr Před 5 lety +4

      @@notnilc2107 Well, no, I meant what I meant. Rather, according to your point there are other points of view that regard better/worse as non-existent. In any case, indeed given certain initial assumptions/axioms on the value of something, better or worse exist.
      The overall point being, there are such things as better or worse. But not from a perspective that rejects intrinsic meaning to or value of anything. (for example indeed in an attempt to be as objective as possible.)
      From other perspectives where meaning and value exist, better and worse do exist.
      Another interesting perspective is that sometimes concepts exist because we say they exist.
      In a broader sense, because we can think of it, the abstract concepts of good and bad/better and worse definitely exist, even from an objective perspective, since subjective concepts do exist as subjective concepts within an objective point of view.

  • @homo-sapiens-dubium
    @homo-sapiens-dubium Před 6 lety +1365

    If there were a nobel price for didactic proficiency in academia, you sir would surely get it instantly.
    - every student watching this series

    • @vitrums
      @vitrums Před 5 lety +38

      Well said. I don't care if he invented this idea of visualizing EVERY verbally spoken concept within the videos or not. The more important thing is that besides a superb visual implementation he also comes up with an increadibly polished narrative itself.

    • @dougr.2398
      @dougr.2398 Před 4 lety +2

      Nobel Price? Lots of work!

    • @whatno5090
      @whatno5090 Před 4 lety +13

      I've watched many online educators before. It is clear to me that none but Grant have the passion for truly ensuring absolute and intuitive understanding, and that is why is teaching is so efficient, effective, and important.

    • @byronwatkins2565
      @byronwatkins2565 Před 3 lety

      Nobel did not fund a prize for math. The best he can hope for is the Field's prize.

    • @justamanofculture12
      @justamanofculture12 Před 2 lety

      Exactly. Not even students but industry professionals.

  • @moomoosattack7063
    @moomoosattack7063 Před 3 měsíci +13

    I've always loved math, but had a linear algebra professor that would print the pages of the textbook and read them word for word as the lecture. It almost killed the love I had for all the fancy and elegant proofs there are, but you just saved and revived that. I'm so happy to be alive in a time where amazing people like you can reach out to millions inspiring entire generations.

  • @nolanfaught6974
    @nolanfaught6974 Před 3 lety +382

    First-year math undergraduate: "yeah, vectors are just lists of numbers"
    Second-year math undergraduate: "okay, maybe polynomials can be considered vectors, but I'm not sure why that matters"
    Third-year math undergraduate: "Before we can talk about vectors I'm going to need you to define the vector space, scalar field and tell me if we're using an inner product or norm."
    Fourth-year math undergradute: "All is vector. Images? Vectors. Functions? Vectors. Tensors? Vectors."

    • @odysseus231
      @odysseus231 Před rokem +45

      Graduate math student: anything that's not infinite-dimensional is boring and useless.

    • @rasmusturkka480
      @rasmusturkka480 Před rokem +38

      @@odysseus231 Math post-doc: anything that's not impossible to prove is trivial

    • @josh1ng
      @josh1ng Před rokem +7

      @@odysseus231 "Be not afraid"

    • @noemibedic3945
      @noemibedic3945 Před 9 dny

      1 year maths student and we are somewhere between your 3rd and 4th year 😅

  • @illyon1092
    @illyon1092 Před 4 lety +1113

    "The mathematician's answer is to just ignore the question". This is so beautiful.

    • @bhatman88
      @bhatman88 Před 4 lety +55

      also the most mathematician thing I've ever heard, lol

    • @leo_artean5749
      @leo_artean5749 Před 3 lety +18

      It's also the politician's answer, but I believe it's a mere coincidence.
      (Though it would explain Cedric Villani's change of career)

    • @SuperVapourizer
      @SuperVapourizer Před 3 lety +5

      Wouldn't a mathematician rather answer as "A vector is an element of a vectorspace"?

    • @chaddaifouche536
      @chaddaifouche536 Před 3 lety +27

      @@SuperVapourizer That is the point : a vectorspace is not defined as "a space of vectors", it's defined as a space that has certain properties. In the end, a vector in a mathematician mind is not defined by what it is, but what it can do and how it does it. This is a general rule in advanced mathematics : you cease to wonder *what* things are, you start to ponder *how* things behave, to the point that, more and more, you don't distinguish between different sets, if they are isomorphic (their elements behave the same, for a certain value of "the same").

    • @insomnia20422
      @insomnia20422 Před 3 lety +8

      now I know why my professor ignores my questions about all sorts of stuff
      he isnt lazy or hates me, he just knows that no answer he could give would be complete and sufficient...
      atleast thats what I hope.

  • @AniketSharmacodes
    @AniketSharmacodes Před 5 lety +826

    Never felt at the end of a educational series like "When will be the next season airing, damn!"

  • @domenicskelcher6408
    @domenicskelcher6408 Před 2 lety +203

    I might have shed a few tears at the wondrousness of this video. This series inspiring like no other. You may not realize it but you are acting as the building block for an entire generation of mathematicians. People who will go on to discover and innovate are only here because of you. And even though you may never see this. Know from the bottom of my heart that I and this whole world wide community thank you for it. All the love,
    DS

  • @sarthaknikhal5540
    @sarthaknikhal5540 Před 9 měsíci +51

    Thank you for this video series. Very few people on the Internet can teach the way you just did. This video series is a piece of art. Just like applying math is.

  • @DekuStickGamer
    @DekuStickGamer Před 7 lety +757

    I wouldn't have believed you if you told me 3 months ago, I would be watching math videos for fun. I love this channel.

    • @3blue1brown
      @3blue1brown  Před 7 lety +224

      +DekuStickGamer This is what I love to hear, glad I could play a part in converting you!

    • @zbzb-ic1sr
      @zbzb-ic1sr Před 6 lety +21

      3Blue1Brown
      Could you do a follow up on the series but with tensors? I haven't found any intuitive explanation online.
      Thanks!

    • @Goku17yen
      @Goku17yen Před 5 lety +6

      go to andrew dotson, he has an ongoing playlist about them :D

    • @ASLUHLUHCE
      @ASLUHLUHCE Před 5 lety +1

      SAME

    • @oriabnu1
      @oriabnu1 Před 5 lety +1

      dear sir , i phd student but your lectures clear my views ,please upload vedioes on SVD and predictive
      sparse decomposition i love your way of teaching

  • @firephoenix5556
    @firephoenix5556 Před 5 lety +472

    "What's your favorite vector space?"
    "Umm... I like the pi creatures."

    • @kumaahito3927
      @kumaahito3927 Před 4 lety +19

      Just be sure to define them so that they correspond to the checklist

  • @vagueanxiety42
    @vagueanxiety42 Před 3 lety +93

    3b1b: "Axioms are an interface"
    me: "If it looks like a duck, swims like a duck, and quacks like a duck, then it probably is a duck."

    • @cheshire1
      @cheshire1 Před 3 lety +14

      It _definitely_ is a duck. Because ducks are defined as things that look, swim and quack like this :)

    • @justamanofculture12
      @justamanofculture12 Před 2 lety +4

      "🦆: Peace was never an option. "

    • @emlun
      @emlun Před 2 lety +9

      "If it looks like a duck, swims like a duck, and quacks like a duck, then my theorem about duck-looking, duck-swimming and duck-quacking things will apply to it too."

    • @jasonmaher5202
      @jasonmaher5202 Před 2 lety +2

      same energy as featherless + bipedal = this is a man

  • @GBY13
    @GBY13 Před 3 lety +122

    9:07 For those who are wondering why operator p ∝ d/dx in Quantum Mechanics (QM) is also called "Matrix". The wave function (or state vector) is basically a linear combination of basis functions (or eigenvectors). This video solves the puzzle in the textbook of QM perfectly.

  • @chizhang2765
    @chizhang2765 Před 6 lety +391

    Is it just me or does anybody else here get all teary-eyed watching the final flashback? Boy, what a journey!

    • @josephkao2718
      @josephkao2718 Před 4 lety +3

      Yes, especially after (got stuck and) watched Cahper 9- 11 a few times

    • @bobjones5869
      @bobjones5869 Před 4 lety

      张弛 what final flashback?

    • @shamimasgari1095
      @shamimasgari1095 Před 4 lety +1

      honestly my eyes are about to burst tear rn. why did it finish :(

    • @user-dl2fb1ks7y
      @user-dl2fb1ks7y Před 4 lety

      岛主宁也看这个呀

    • @anantchopra1663
      @anantchopra1663 Před 4 lety +1

      I felt so emotional at the end as if a really great movie/documentary just ended and changed my life!

  • @Adityarm.08
    @Adityarm.08 Před 7 lety +335

    Now this quote makes a lot more sense to me.
    "Mathematics requires a small dose, not of genius, but of an imaginative freedom which, in a larger dose, would be insanity. And if mathematicians tend to burn out early in their careers, it is probably because life has forced them to acquire too much common sense, thereby rendering them too sane to work. But by then they are sane enough to teach, so a use can still be found for them."
    - Angus K. Rodgers

    • @hektor6766
      @hektor6766 Před 5 lety +8

      It also requires obsessive rigor to attain that freedom. More angst for Angus.

  • @sudoLife
    @sudoLife Před rokem +43

    Thank you so much! I cannot imagine how much effort was put into making this series, but I can attest to just how game-changing it's been for me.

  • @cobaltcloud64
    @cobaltcloud64 Před 2 lety +80

    I've come to the point where I actually need to understand these things (I just started uni) and I can't believe how lucky I've been for finding this channel five years ago. The best way I can express myself now is... you've definitely accomplished your goal of animating math for me (and surely for lots of other people). As you said, this really feels like reading a good novel: seeing how these squiggly lines and pointy arrows are actually the same thing makes for a perfect plot twist. Thank you :>

  • @nathanisbored
    @nathanisbored Před 7 lety +543

    the derivative thing blew my mind

    • @shell_jump
      @shell_jump Před 7 lety +18

      Try to think of an eigenvector. You will be amused.

    • @debasishraychawdhuri
      @debasishraychawdhuri Před 7 lety +42

      e^x is an eigenfunction of the derivative matrix with 1 as the eigenvalue. just thought about it. mind blown :D

    • @abhishekcherath2323
      @abhishekcherath2323 Před 7 lety +24

      all n^x, with ln(n) as eigenvalues.

    • @TheBreadCatt
      @TheBreadCatt Před 7 lety +3

      Wouldn't the inverse matrix of it then be the matrix representing integration?

    • @Zartymil
      @Zartymil Před 7 lety +7

      I don't think so. because integration doesn't give you one function. it gives you a infinity of functions: a entire family of functions that once derived they go back to the original integrand.

  • @SirFloIII
    @SirFloIII Před 7 lety +104

    My LinAlg Prof once said in a lecture: "What is a vector? An element of an Vector Space."

  • @MsThekiller02
    @MsThekiller02 Před 3 lety +42

    "Everything is a matrix in its own way"
    -my linear algebra teacher at cs

  • @tomxiao
    @tomxiao Před rokem +18

    This teaching videos are gorgeous. Learnt linear algebra 12 yrs ago, but these videos blow my mind. Awesome stuff.

  • @112BALAGE112
    @112BALAGE112 Před 7 lety +160

    The word "interface" brought me total enlightenment. A vector can be thought of just like an interface in computer programming. The "IVector" interface definition contains all methods (axioms) that the classes (vector spaces) must implement. When dealing with instances of these classes (actual vectors), we can be sure that the eight rules apply to them and we don't need to know anything else.

    • @StephenMeansMe
      @StephenMeansMe Před 7 lety +9

      Yeah, I think the Bourbaki group did some damage to the concept of "axiom" when they insisted that all mathematics *start* from axioms rather than decide on axioms after working through various examples.

    • @Holobrine
      @Holobrine Před 7 lety +1

      I take it you mean interfaces in Java. Other languages don't have them.

    • @ElchiKing
      @ElchiKing Před 7 lety

      +Stephen Peterson But after you decided on axioms, you start with them, test and evaluate

    • @BigPapaMitchell
      @BigPapaMitchell Před 7 lety +7

      Not true. An interface is really just a type of class, any language with objects and multiple inheritance can technically use interfaces. In Java, there's some stuff handled so you don't make mistakes you would if you were using classes and multiple inheritance

    • @dekippiesip
      @dekippiesip Před 7 lety

      These are not really fundamental axioms of math. I would rather regard them as properties some system of objects(call them vectors) must have in order to apply the general results in linneair algebra. Just as group theory provides a framework for all classes of objects that have certain properties and relations towards one another.

  • @ryanpiotrowski6801
    @ryanpiotrowski6801 Před 6 lety +129

    better binge watch than netflix

  • @jcolinmizia9161
    @jcolinmizia9161 Před 3 lety +261

    Would love to see an extension of this series expanding on Tensors. Still something I don't really understand.

    • @benshapiro8506
      @benshapiro8506 Před 3 lety +7

      read Spivak's books and then you will understand

    • @nurpechbeimspielen3139
      @nurpechbeimspielen3139 Před 3 lety +42

      A tensor is something that transforms like a tensor!

    • @korwi7373
      @korwi7373 Před 2 lety +2

      the thing about tensors watch it

    • @highgroundproductions8590
      @highgroundproductions8590 Před rokem +1

      tensors are extreeeeeeemely difficult and confusing, took me 4 EVER to at least somewhat wrap my head around it. The shortest way to describe it I can think of is a higher-order higher-dimensional object "built" from vectors.

  • @Devinchy02
    @Devinchy02 Před 3 lety +37

    Well, 3B1B, I don't know if you'll see this comment in some time of your busy life, but I just wanted to say thank you for this series. I have recently discovered your channel because of my needs to better understand Calculus, Algebra, and other college subjects, and I ended up finding the greatest math youtuber ever. I have just ended finishing and studying this series of Algebra videos for my Linear Algebra journey, and now not only you have clarified my mind with all these sorts of topics (I was very frustrated with Algebra because of my lack of abstract thinking) and now is like being flashed by God's light.
    And most importantly, you have revived my interest in mathematics and my joy for science. I was thinking to drop out of university because of the education system that makes you memorize without understanding, but thanks to these videos now I see how beautiful maths can be, and how all these numbers and symbols describe the Universe in such a precise way is kind of terrifying... but astounding.
    Thank you for everything. Keep up the fantastic work.

    • @Lotschi
      @Lotschi Před 3 měsíci

      That‘s a nice comment?
      How are you doing now?

  • @xxxhomiexxx5
    @xxxhomiexxx5 Před 6 lety +74

    I was going to drop my Linear Algebra course, but I decided against doing so after stumbling upon this series. I definitely feel prepared for my exam tomorrow and my final in May. Thank you so much!

    • @3blue1brown
      @3blue1brown  Před 6 lety +30

      Good for you! Best of luck :)

    • @yerr234
      @yerr234 Před 3 lety +3

      so, how'd you do?

    • @xxxhomiexxx5
      @xxxhomiexxx5 Před 3 lety +22

      @@yerr234 passed the class! Graduated from uni a year ago and now a software engineer. It worked out for me!

    • @yerr234
      @yerr234 Před 3 lety +5

      @@xxxhomiexxx5 glad to hear my friend

    • @xxxhomiexxx5
      @xxxhomiexxx5 Před 3 lety +6

      @@yerr234 Thanks for checking in!

  • @sujandutta8981
    @sujandutta8981 Před 6 lety +122

    I'm a first year Computer Science student. I was doing the annoying calculations related to matrices, determinants , eigen vectors etc. for last few weeks and suddenly I found these great series of videos, now truly speaking I have fall in love with this chapter.
    THANK YOU for making these.

    • @sadhlife
      @sadhlife Před 5 lety +4

      you should be reaching third year now. hope you still like math (:

    • @sakshidwivedi4754
      @sakshidwivedi4754 Před 5 lety

      Are you studying in India?

  • @user-pr9yx2lx1f
    @user-pr9yx2lx1f Před 3 lety +17

    I think it is this video what elevate this series from an outstanding introduction to a definitive masterpiece.
    The whole series has try to be friendly and intuitive with best effort meanwhile trying to be 'accurate' as well. But still, what we have focused on earlier are just special cases. It it so because special cases, namely, examples on the ground are easier to understand and that's why we use 'e.g.' everywhere.
    And this last chapter wraps up by giving bigger picture underlying making our knowledge 'complete'. It is Complete, not in sense of knowing every detail, but rather that we have a structural understanding of the whole stuff which describe their relations. We know where to dive in further when we need to and where to put the incoming information at appropriately to assimilate these new stuff to grow systematically.

  • @Alexyxg
    @Alexyxg Před 4 lety +37

    This is, "not one of", the best ever Linear Algebra tutorials I have seen. Appreciate, sir!

  • @niraalii6707
    @niraalii6707 Před 6 lety +81

    Best gift i received from an almost stranger in my first 17 years of life. Love your work sir.

  • @ASLUHLUHCE
    @ASLUHLUHCE Před 5 lety +126

    I'm so grateful to have watched these before ever sitting in a linear algebra class

    • @bjdthethreecoolmathfolk2528
      @bjdthethreecoolmathfolk2528 Před 3 lety +3

      Me to I’m not in high school math and because of this pi creature I’m smarter then my family with mathematics

    • @maxcarvalho3202
      @maxcarvalho3202 Před 3 lety +1

      Sat in a linear algebra class yet?

    • @joshuamahadevan9550
      @joshuamahadevan9550 Před 3 lety +2

      I watched the series 2 years ago when i was at high school. now that am in college and its been 2 years, i totaly was struggling and had to re watch it. LMAO😂

    • @insomnia20422
      @insomnia20422 Před 3 lety +2

      this series makes more sense if you already learned some linear algebra the hard way and try to make sense of it

    • @sir4982
      @sir4982 Před 3 lety

      Only problem is, that this is just the tip of the iceberg in my Linear Algebra class 1 and 2... But for the things the video talks about, it's mind blowing

  • @braigetori
    @braigetori Před 4 lety +43

    had i had this resource when i was in undergrad, the entire trajectory of my life would have been much different

    • @tgg3249
      @tgg3249 Před 3 lety +6

      never too late.

  • @perseusgeorgiadis7821
    @perseusgeorgiadis7821 Před rokem +8

    Officially covered more in a day than Math HL AA could ever hope to cover in a month. The lessons you uploaded in this series helped me immensely with understanding this considerably hard concept so easily. I can now confidently say that I have developed a solid intuition around linear algebra

  • @sofia.eris.bauhaus
    @sofia.eris.bauhaus Před 7 lety +165

    YOU JUST TURNED CALCULUS INTO LINEAR ALGEBRA. WHAT. :D
    great vector of videos. thanks so much for this. :3

  • @Math_oma
    @Math_oma Před 7 lety +491

    Furthermore, why does the exponential function appear everywhere in math? One reason is that it (and all scalar multiples) is an eigenfunction of the differential operator. Same deal for sines and cosines with the second-derivative operator (eigenvalue=-1).

    • @3blue1brown
      @3blue1brown  Před 7 lety +315

      +mdphdguy1 Boy, that question is worthy of a full series in its own right.

    • @Math_oma
      @Math_oma Před 7 lety +80

      +3Blue1Brown
      Indeed. That's a good chunk of differential equations right there. Once you've trained the eye, one can see that oftentimes we're just solving eigen-problems. For example, what's the motion of a spring with a mass attached? It's going to be an eigenfunction (with some initial conditions, of course) of the second-derivative operator (from Newton's 2nd law and Hooke's Law) with eigenvalue -k/m, where k is the spring constant and m is the mass. There's your sines and cosines.

    • @DekuStickGamer
      @DekuStickGamer Před 7 lety +68

      +3Blue1Brown Yes please, I have no disagreement to that idea.

    • @UMosNyu
      @UMosNyu Před 7 lety +54

      I don't think anyone would be dissatisfied with 3Blue1Brown producing anykind of video.

    • @martinkuffer5643
      @martinkuffer5643 Před 7 lety +8

      There is a theorem that says that the solution tu the differential equation X(n)=AX (where X(n) is the order n derivative of X, X is a vector of m functions and A is a matrix whith m rows and m columns) is a vector space of dimention n*m and its basis functions are X=p(t)*e**(kt) where p(t) are polinomials, k is a complex number and e**(a) is exp(a). Considering that the sine and cosine are sums of complex exponential functions, if A is a real matrix you get that the solution of the equation is a sum of p(t)*f(t) where p(t) are polinomials and f(t) is exp(kx), cos(kx) or sin(kx), whith k some real number.
      So, every time you take a linear expression for something that will end up in a differential equation (which happens a lot in physics), you will get something of this sort
      PS: sory for my english, it's not my mother language

  • @scienceofeverything5996
    @scienceofeverything5996 Před rokem +26

    You're an inspiration. A true teacher. I've a million things I wish I could've discussed with you.

  • @shivamsinghaswal303
    @shivamsinghaswal303 Před 3 lety +15

    The most beautiful things my eyes have seen is matrix multiplication performing the function of a derivative. Great work sir. Love

  • @joulesjams20
    @joulesjams20 Před 7 lety +102

    I cried a little when it finished. Please can you do another series or just more videos your channel is absolutely amazing. Keep up the great work

  • @tennenrishin
    @tennenrishin Před 7 lety +143

    As an undergrad, it took a lot of effort and time for me to gain these intuitions. Now you're making it all so accessible! I'm a little angry and jealous of those who can learn it all so easily from your videos.
    Your videos are so good, that I still watched every single video in this series just to make sure I didn't miss some useful intuition, and indeed the cross-product video (2nd-part) revealed and closed a hole in my understanding that I had given up on as an undergrad.
    I wish you would do a similar series on some advanced topics, such as, for example:
    Projective Geometry
    Differential Forms
    Calculus of Variations
    Stochastic Calculus
    I know these topics would cater to a smaller audience, but you seem to have the perfect skills, tools and interests to cover at least the first two. Or perhaps you have already. I'd better go look at what else you've done.
    You're doing humanity an enormous service. Keep up the good work.

    • @littlenarwhal3914
      @littlenarwhal3914 Před 5 lety +4

      I get your feeling of anger and jealousy, it's always like that when you put effort into things and then others just get up to your level pretty quickly because they learn it through a better platform...

    • @E1phel
      @E1phel Před 4 lety +2

      I think that these videos are a good way to have the initial intuition of "what are we doing with these vector spaces". But, they don't give to the watcher all the expertness you acquired by experiencing situation like "in what concrete example of mathematics these concepts help me to have a complex result with a simple method".

    • @adeelali8417
      @adeelali8417 Před 4 lety +2

      @@E1phel Maths exams for me are generally computational, but watching these videos has made the concepts come to life if you will.

    • @NomadUrpagi
      @NomadUrpagi Před 4 lety +3

      Damn man ive also felt so jealous but couldnt express it or admit it aloud. My knowledge has always been my precious jewel that i took pride in and was protective of when it got to understanding challenging stuff, as if saying, "fuck off ive spent years to understand it: im not gonna tell you the secret of it so you can grasp it in 10 minutes without putting in the work". Thank you for this honesty it made me feel more likely to share it.

    • @blubblubber9460
      @blubblubber9460 Před 4 lety

      now I'm jealous that you came up with these intuitions all by yourself

  • @mastershooter64
    @mastershooter64 Před 3 lety +33

    3b1b: what are vectors?
    big brain me: rank 1 tensors

    • @biblebot3947
      @biblebot3947 Před 2 lety +5

      Only if their components are contravariant

  • @prasunkumar2106
    @prasunkumar2106 Před 3 lety +16

    Felt like an ending to a thriller movie, with all dots connecting one by one! Thanks Grant:)

  • @MozartJunior22
    @MozartJunior22 Před 7 lety +251

    It's amazing how this makes everything add up. You can easily see how e^x is an eigenvector of the derivative transformation.
    While I was considering how you would go about calculating the determinant of an infinite matrix, I realized that it is just 0 because the first column is 0. Which makes sense since the derivative reduces a "dimension" from the polynomial.

    • @riccardoorlando2262
      @riccardoorlando2262 Před 7 lety +96

      Which alsoexplains why it is not invertible, also known as the reason why integrating is such a mess.

    • @zairaner1489
      @zairaner1489 Před 7 lety +54

      If you ever wondered why there is the +c after integration, that is the reason

    • @gaspardsagot628
      @gaspardsagot628 Před 7 lety +1

      You can start in the vector space of polynomials of limited degree, noted Rn[X] where X is the formal Indeterminate

    • @mjtsquared
      @mjtsquared Před 6 lety +20

      Pretty much every exponenrial function e^kx is an eigenfunction of the derivative operator. Although I’m not sure for sinusoidal functions (the second derivative of sin(x) is also an eigenfunction but not for the first derivative). So it seems like exponentials and sinusoids are closely related to one another, in fact the ultimate relationship between these two classes of functions is already given by Euler’s formula. It feels so good to see a connection between two things in math!

    • @KabeloMoiloa
      @KabeloMoiloa Před 5 lety +9

      I want to point out that there's actually a lot of depth to defining the invariants, i.e. geometric properties like the trace, determinant, set of eigenvalues, etc. of a linear transformation when you have infinitely many dimensions. For instance, with the determinant you have to multiply an infinite collection of numbers and you have to ask questions like: "When will this infinite product converge?"In finite dimensions you have a discrete set of eigenvalues, but for infinite dimensional transformations you can have a full continuum of eigenvalues as well. This deep interplay between linear algebra and real analysis is the subject of functional analysis.

  • @madacol
    @madacol Před 4 lety +276

    I've seen this series 3 or 4 times through out the last 3 years.
    Everytime grasping something new.
    Terrific work!!!

    • @zephir
      @zephir Před 3 lety +3

      Haha same, watch probably my 3rd time watching the series after 2 years, I feel like I finally understand it all !

  • @duartecastro623
    @duartecastro623 Před rokem +9

    This is beautiful. Just binge watched the whole thing, and im out of words...this series is pure art. Thank you for sharing it with us

  • @PeterBernardin
    @PeterBernardin Před 6 měsíci +4

    I feel like when I listen to your videos I sigh with the relief of understanding something in a way I never did before! Thank you!

  • @looksintolasers
    @looksintolasers Před 4 lety +202

    What I thought when you said "interface"
    public class Function implements AbstractVectorSpace {... }

    • @birdboat5647
      @birdboat5647 Před 4 lety +49

      this was honestly the lightbulb moment for me (with a programming background), all of the vector spaces must satisfy this contract...

    • @timberlin4075
      @timberlin4075 Před 3 lety +16

      @@birdboat5647 when he started talking about abstractness of vectors it also reminded me of abstract classes and how you dont have to worry about how the class is implemented when coding it

    • @alphalekter4474
      @alphalekter4474 Před 3 lety +4

      Remember lambda functions? There's a whole branch of math that studied them, before programming was even a thing. I'd bet there's a connection between eigenvalues and those functions.

  • @ottografstrom9511
    @ottografstrom9511 Před 4 lety +44

    Me and almost everyone in my class at Lunds University in Sweden are infinitely grateful to you for making this series. Your series make linear algebra not only much easier to understand, but also much more enjoyable.
    So thank you, Grant.

  • @georhodiumgeo9827
    @georhodiumgeo9827 Před 4 lety +32

    “If you watched and understood this video you have a solid foundation for the underlying concepts.”
    So if I watched it twice but still don’t understand then I should still be ok right. Maybe I’ll just watch it a bunch of times to be safe.

    • @cadu7698
      @cadu7698 Před 4 lety +4

      He is an excellent teacher, but some concepts take quite some views to be truly apprehended .

    • @johanottoson1373
      @johanottoson1373 Před 3 lety

      @@radwanalaghawani7053 Did you write this while drunk my dude?

  • @jinks908
    @jinks908 Před 3 lety +2

    Grant, the only available words I can use to describe the level of unimaginable appreciation and gratitude as well as the level of insight that I have gained from your videos is, "There are no words to describe it." Your videos are invaluable and I'm quite certain I can speak for literally thousands of people when I say that you, sir, have changed our understanding of mathematics and the reality within which it exists. Thank you.

  • @ollpu
    @ollpu Před 7 lety +518

    It..it's...over? :(

  • @HappyAndroid42
    @HappyAndroid42 Před 5 lety +96

    "pause & ponder for a moment"
    That's what I've been doing!
    Thank you!

  • @vijaysinghchauhan7079
    @vijaysinghchauhan7079 Před 2 lety +5

    As a Math major student, I cherish the fact that there are people like you in the world that gives life to math and help those demotivated and motivated math majors to appreciate it more and get comfortable with it.
    Thank you!

  • @ICYSHADOW12
    @ICYSHADOW12 Před rokem +1

    Absolutely amazing! As a software engineer currently studying computer graphics programming in my free time, this video series has been immensely helpful. This episode was especially impactful for me. The concept of the "Axioms" of linear algebra being an "interface" for how to use all this theory was unexpectedly familiar! In C#, for example, there are "Interface" classes that define what functionality a given class that implements said interface must have. It was striking to see this same concept from a mathematical perspective!

  • @s3cr3tpassword
    @s3cr3tpassword Před 7 lety +86

    I am a physics Ph.D. student, and this series has helped a lot! I have been getting as many of my friends to watch this since it should help them too.
    Thanks for making these videos. What's next?

  • @NoobLord98
    @NoobLord98 Před 6 lety +62

    Thank you so much for this entire series, this has seriously boosted my math grades, which went from a 5/10 for calculus to a 9.3/10 for linear algebra. Without this series that would've been impossible.

  • @kleinesfilmroellchen
    @kleinesfilmroellchen Před 2 lety +7

    May I just say that I sincerely appreciate the leading quotes in the series? Wise words, it does feel like no one _wants_ you to learn math properly.

  • @brandonvalentin8083
    @brandonvalentin8083 Před 3 lety +1

    All my life I always thought I hated math. I took algebra twice in high school like "how tf is this applicable to anything?". Now at 26 Im watching MIT lectures on yt trying to teach myself derivatives n finance instruments like "slow down wtf is an eigenfunction?". Just finished this series to wrap my head around the basics and I wish I had to time machine to make my 16 year old self watch these videos. I thought I hated math but I never saw the beauty in it until I watched you bring it to life over these 15 vids. I just binged this math course like a netflix series. I don't normally drop comments ever but hats off to you bruh you just changed the way I see the world. May God Bless you

  • @BearsThatCare
    @BearsThatCare Před 6 lety +39

    I'm about to move to university and want to go into mathematics as an academic. This series not only changed my perspective on algebra, what I've been learning for most of my life, but on mathematics in it's entirety. If you ever read this thank you.

  • @TanishqIsHere
    @TanishqIsHere Před 6 lety +166

    *Can we have two minutes of silence please.*

  • @ultramadscientist
    @ultramadscientist Před rokem +1

    I rewatch this series every couple months just to refresh my intuition on the subject this whole thing was so fantastic. I hope you realize how influential you've been to mathematics education and that there's no way that you aren't helping absolutely brilliant mathematicians, physicists, and engineers overcome very difficult hurdles in their math education. I know it sounds like I'm exaggerating but the work you're doing is going to have multiplicative effects through the future and I really appreciate all you've done Grant

  • @neutralzone7775
    @neutralzone7775 Před měsícem +2

    Wow, this is so beautiful. I‘m really starting to fall in love with math. Thanks 3b1b

  • @satanas1729
    @satanas1729 Před 7 lety +60

    Thank you very much for this series. It brought me a lot of intuitive understanding of a subject that appears a lot in my field (I'm graduating to become a telecommunications engineer) and a lot of things have "cleared up" in my head. I realize that it must have taken a lot of work, both in the animations and in trying to explain things in the most intuitive way possible, but know that the work you've put on did not go unnoticed. Thank you a lot for these videos, and know that, to me, your channel is the best maths channel in youtube

    • @3blue1brown
      @3blue1brown  Před 7 lety +26

      +Bruno Chaves Thanks so much, this means a lot to me.

  • @deepakmecheri4668
    @deepakmecheri4668 Před 6 lety +43

    I can't tell you how great this series was. You're doing a great service.

  • @jinyunghong
    @jinyunghong Před 2 lety +2

    I really appreciate your efforts in creating this whole series of linear algebra. You definitely help me broaden my perspective of mathematics. Thank you so much!

  • @zack_120
    @zack_120 Před 3 lety

    10:25 - COOOOOOL !
    The graphic presentation of everything on this channel is genius! It makes learning math visual and hence much easier to understand. Thank you soooo much for spending the time to benefit everyone of interest.

  • @user-kh5tv9rb6y
    @user-kh5tv9rb6y Před 7 lety +56

    A whole semester of tedious classes condensed to a couple hours of fantastic videos and explanations. Thank you so much for this series!

    • @sara-hc7wb
      @sara-hc7wb Před 6 lety +19

      I mean I agree that this is a really good video series that gives good intuitions about things but ... you cannot seriously argue that one could watch this series and then be able to nail a real test in linear algebra. it's too high level. and it does nothing to replace the tedious hours of just grinding problems until you get a feel for them. or even give the basic tools needed to actually calculate some of the things.
      videos like these are a support to help give understanding, but they can never replace hard work and doing problems. give your classes more credit.

    • @ely_mine
      @ely_mine Před 6 lety

      Totaly agree, time to get back to Gauss Jordan elimination !

    • @raindropssonroses
      @raindropssonroses Před 6 lety +2

      what you said is so true. I don't get comments of people when they say that a video made them understand EVERYTHING and now they're getting high scores just because of them. I mean, sure these videos are immensely fascinating but at the end of the day, it depends how many practice problems one has gone through in order to "ace" a test.

    • @nickanselmo6353
      @nickanselmo6353 Před 5 lety +3

      I completely disagree unless the only type of test you could be taking is one that forces you to simply regurgitate what you have been told. After taking a formal linear algebra class (in which I received an A on every test only because I did many practice problems) I could not apply the concepts to anything other than a problem I had seen in the textbook or on a homework assignment. To me, this means I really learned next to nothing other than how to plug some numbers into a formula that I had memorized. Throughout the following years I have stumbled across many other good explanations of what these operations really mean that have completely changed my understanding of linear algebra. This video series has managed to collect all of those explanations and then some in one place, and I can guarantee that these videos in parallel with a linear algebra class would greatly increase ones understanding of the subject, and definitely could result in someone going from poor grades to Acing the tests. Or maybe I just had a really crappy teacher when I took the class and a good professor would have explained these concepts better in the first place. All I know is that it would have been immensely helpful when I was taking the class and I have heard similar stories from many others who have taken a number of different linear algebra classes so it would seem the issue is not limited to just one professor at one university.

    • @DieselBoulder
      @DieselBoulder Před 4 lety

      @@sara-hc7wb yes and no. I'd say both are needed. With a deeper understanding (this channel) you can grasp the concepts and extrapolate much MUCH more easily than by just grinding through problem sets applying formulas you don't understand. If you know how the machine works, using it becomes easier. Not to say that you could ever get by without doing the calculations and practice problems but the goal of education isn't to be able to pass the tests, it's to then be able to apply the knowledge to a broader set of problems. The understanding that this channel adds, opens up a much wider field of application by adding the understanding to what it is you're doing. AND if you're stuck on an understanding of what you're doing or why you're doing it, but you grind through practice problems, you're not really learning, you're just putting in effort for little to no benefit. By understanding what I'm doing I"ve been able to bypass hours of practice problems by being able to visualize the problem. You don't need to memorize anything if you understand what you're doing.

  • @davidwright8432
    @davidwright8432 Před 7 lety +29

    Beautifully clear and satisfying explanations! If all math were this well taught from grade school on, we'd be a nation of math-lovers, rather than haters. And who knows? - maybe people would write theorems rather than novels, and movies would involve characters who were functions. Or vectors. Or whatever!

  • @user-mv4oh8yp1y
    @user-mv4oh8yp1y Před 2 lety +2

    Thank you for making this awesome series! Linear Algebra is a subject that made me felt pain before, but now all my confusions got clarified with intuitive "graphical proof" memorized in my brain. btw, I really like the quotes you given in the starting of each episode too!

  • @169harumaru7
    @169harumaru7 Před rokem +3

    このような素晴らしい教材を提供してくださり、本当にありがとうございます。

  • @mattstokes3881
    @mattstokes3881 Před 7 lety +116

    Loved the series! Can you do topology next?

  • @MisterYagibe
    @MisterYagibe Před 7 lety +119

    This serie of videos is just amazing. Even with some basis in linear algebra, you give some amazing intuitions, and the video are clear even for a french speaker. By the way, if you want your videos to be subtitle in french or other languages for instance, I'm pretty sure some viewers (me for instance) will be happy to help you.
    And more importantly thank you and best of luck also ^^

    • @3blue1brown
      @3blue1brown  Před 7 lety +35

      +MisterYagibe If you want to add subtitles, I'd love that.

    • @MrGustavier
      @MrGustavier Před 7 lety

      your videos are genius !
      i'd like to do a similar series for french youtube community, can you tell me which software you're using for animation and editing ?

    • @karolakkolo123
      @karolakkolo123 Před 6 lety

      He programs the animations in Python, he doesn't use any animation program

    • @MrGustavier
      @MrGustavier Před 5 lety

      @Play It On Linux je travaille dessus en ce mmoment meme

  • @connorgilbert6422
    @connorgilbert6422 Před 3 měsíci +1

    Thank you so much Grant, I know myself and millions of others are grateful for your work!

  • @freshdawg3070
    @freshdawg3070 Před rokem +4

    I just want to say thank you, there was a time when i thought i could never pass this exam about Linear Algebra, your videos gave me the understanding and i began to see the inner logic in this topic.
    Yesterday at 12 pm i received the message from my prof that i passed and its really incredible for me, when i think where i started.
    Ps.: Even i am not especially good in the english language, the visuals are absolutely brilliant.

  • @hcblue
    @hcblue Před 7 lety +79

    This has been an excellent series. If you plan on doing more series in the future and assuming you've been doing these in your own time, I'd love to help support you on Patreon or a similar platform.

  • @sebastiangarcia3270
    @sebastiangarcia3270 Před 5 lety +15

    Thank you. Thank you thank you thank you!
    I'm struck with disbelief at how informative and intuitive and clearly explained the entire series was.
    I just...man. I don't even know. You're amazing. I can't say thank you enough!!

  • @jeremiahwilson6651
    @jeremiahwilson6651 Před 3 lety

    I watched this series a year ago right before I took a linear algebra course at university and I still come back to watch it every so often. I find that every time I rewatch it I understand a concept better and take away something new that I hadn't thought of before.

  • @luphiax4239
    @luphiax4239 Před 2 lety +1

    I was hoping this serie woud never end, now a tear is coming down my face; thank you Grant

  • @NScott45
    @NScott45 Před 7 lety +37

    chemical reactions form a vector space, where the stoichiometric coefficients are the vectors' coordinates.
    have fun

    • @NomadUrpagi
      @NomadUrpagi Před 4 lety

      Damn i was just thinking " lets apply it to chemistry, how exactly it would look like". In that context, what would the eigenvectors mean in the physical world? Scaling the amount of one of the reactants will always bring scaling results/chemical process rates i guess?

    • @Magnasium038
      @Magnasium038 Před 4 lety

      The Wei & Prater method applies these concepts of vector spaces and eigenvectors to chemical reactions to plan the minimal number of chemical experiments you need to run in order to determine all the rate constants for a set of reactions.
      If you use species concentrations as the coordinates in your vector space, then eigenvectors are starting compositions which will move in a straight line in vector space towards equilibrium.

    • @bhatman88
      @bhatman88 Před 4 lety +7

      omg www.cs.helsinki.fi/bioinformatiikka/mbi/courses/06-07/memo_07/Lecture5.pdf

  • @RiotGearEpsilon
    @RiotGearEpsilon Před 7 lety +22

    I loved this whole series. Thank you for producing it. I'll tell all my friends about it.

  • @nicoguzmanp
    @nicoguzmanp Před 3 lety

    I ABSOLUTELY loved this series! Thank you so much for sharing the knowledge with the world in such an understandable and deep way at the same time. Your voice is great, the manner in which you explain and say everything is fascinating and the animations make the subject much more clear and easy to understand. I found the videos perfect for anyone who wants to get the fundamentals of the subject but also for those who want to dig in more deeply in details, I spent a week watching these videos with my pencil and notebook and I´m sure no college course would have been able to provide me such understanding. I already took Linear Algebra in college last year but I could wrap my head around it and this was JUST what I needed, I am already starting to watch the differential equations "tour guide" and looking forward to studying the whole Calculus series as well!!

  • @user-vw2tk2ru2r
    @user-vw2tk2ru2r Před 5 měsíci

    Never commented on a video before but my god this was indescribable. I am in a proof-based linear algebra course in college right now and I did not understand why we defined vectors like this, or how functions (and now I know many things) could be compared to vectors. This was amazing, spectacular, beautiful, gorgeous, stunning and absolutely insightful. You sir, are a legend. I am now able to understand the beauty of linear algebra to a far greater depth. Thank you.

  • @gregorymacchio4077
    @gregorymacchio4077 Před 6 lety +13

    I have been in love with math since I was a kid and this channel makes my free time worth it.

  • @BurakBagdatli
    @BurakBagdatli Před 7 lety +17

    Thank you for the hard work you've put in these videos.

  • @Xidane007
    @Xidane007 Před 3 měsíci

    The whole series has been a delight. This is THE best course out there to feel the linear algebra and it's free. Thanks.

  • @magnusmuller5223
    @magnusmuller5223 Před 2 lety +1

    I watched your series today to get some sort of recap.
    But this series has " transformed " my thinking.
    Thanks for all the Ahhhhh - moments!

  • @AoSCow
    @AoSCow Před 7 lety +13

    I'm in tears, thank you so much. This episode, and the series of course, was beautiful.

  • @cthhtccth1
    @cthhtccth1 Před 7 lety +57

    I've never wanted to clap for a CZcams video before. :D

  • @tlskillman
    @tlskillman Před 3 lety +1

    Thank you. I didn't understand these concepts when I took linear algebra in college 45 years ago, and it has haunted me throughout my career. Now, for the first time, I feel like I understand what's going on. Many thanks for taking the time to create this series.

  • @paulstahlhofen5017
    @paulstahlhofen5017 Před 2 lety

    I’ve learned linear algebra several years ago and have applied it for various problems since then, but when I watched this playlist I really got a much better understanding for some of the key concepts. Providing a good intuition is, in my eyes, really the best thing teaching can do. Thanks a lot for these beautiful videos!

  • @shivamkaushik6637
    @shivamkaushik6637 Před 4 lety +18

    Whenever I watch your video, these words from Ratatouille come to my mind
    Not everyone can become a great artist, but a great artist can come from anywhere.

  • @EayuProuxm
    @EayuProuxm Před 6 lety +24

    "Take a moment right now, to imagine yourself as a mathematician developing the theory of linear algebra"
    So imagine yourself as Herman Grassman?

  • @christosgeorgiou1656
    @christosgeorgiou1656 Před rokem +1

    Thank you for all the work behind these videos. Your contribution to my understanding is priceless.

  • @Subcrafting
    @Subcrafting Před 2 lety

    Well, as many people, from what I can see in the comment section, I am deeply grateful for your work. Despite knowing your channel for a while, I only found this serie a couple of weeks ago (I've just finished it now), but it couldn't have been a better time though. I am a first year math student in Belgium, and I happen to attend a linear algebra class this semester. I don't have the words to describe how fascinating it was for me to travel between both my algebra cours and your video at the same time. It allow me to discover this subject with a unique perspective, and I'll never be thanksfull enough for the work you did and share. Having the exam in a couple of day, I feel as if I was able to grasp some deep understanding which would have been way harder to get without your help...
    Just, thank you !