Visualization of tensors - part 1

  Рет қаралды 531,408

udiprod

udiprod

Жыл бұрын

This video visualizes tensors. It shows some introduction to tensor theory and demonstrates it with the Cauchy stress tensor.
Future parts of this series will show more theory and more examples.
It talks about the term 'tensor' as used in physics and math. In the field of AI the term 'tensor' was borrowed with a simplified meaning. In AI it simply means a multi-dimensional array. So for example the array "double a[4][6]" (4 by 6 matrix of doubles) is called a second-order tensor, but there's no special relationship to vector spaces, as shown in the video.

Пікірлер: 500
@jamierbb
@jamierbb Жыл бұрын
Time to get smart on a Thursday morning.
@Neerzzz
@Neerzzz Жыл бұрын
Here its 21:32
@bryanb2653
@bryanb2653 Жыл бұрын
Big learn
@corrompido7680
@corrompido7680 Жыл бұрын
why of course the first coment I see in a completely random maths-physics video is one with homestuck pfp sure why not
@Aecor
@Aecor Жыл бұрын
Friday baby
@justanotherguy469
@justanotherguy469 Жыл бұрын
2:10 a.m. Fri. morning. Lovin it!
@HitAndMissLab
@HitAndMissLab Жыл бұрын
This explanation with red and blue spaces is so good. It takes usually a whole year of studying to reach this level of intuition, and this video does it all in 10 minutes. Thanks for making the effort!
@Kumurajiva
@Kumurajiva Жыл бұрын
This is why pure math is simpler than physics, or applied math.
@gulamm1
@gulamm1 13 күн бұрын
Pure math may be simpler but how it is applied to understand physical phenomena is more important.
@Phi1618033
@Phi1618033 2 ай бұрын
Finally, a proper explanation in plain English. Been trying to wrap my head around this for over a year now.
@timurgabdyshev1139
@timurgabdyshev1139 2 ай бұрын
why?
@sethhhhhhhhhhhhhhh
@sethhhhhhhhhhhhhhh Жыл бұрын
This is a wonderful introduction!! This past semester, I took linear algebra and differential equations. Tensors were hiding in the background, as boogeymen that our teacher warned us we would come across later. Your visualizations were both beautiful and clear. Excited for the rest of the series!! :)
@bencrossley647
@bencrossley647 Жыл бұрын
Worth sharing with your lecturer. They often appreciate a good resource!
@juniorcyans2988
@juniorcyans2988 Жыл бұрын
Oh I’m gonna take differential equations this coming semester and linear algebra next semester. This is the first video I watched in 2023! I was wondering where I would encounter tensor, then you leaked a hint😂
@bobbwc7011
@bobbwc7011 Жыл бұрын
Tensors are like John Wick ...it's not just the boogeyman, it's the thing you sent to kill the fucking boogeyman. Also, this is a very "accessible" introduction via physics and engineering. I've had a mathematician as professor when I took tensor calculus as a university-level engineering scientist. An absolute nightmare because the first half of the semester was pure mathematics, tensorproduct, tensor bundles, blargh, and only after a Guantanamo-level of torture - when you had gone blind from all the superscript and subscript indexes - the "practical" stuff started to show itself on the horizon. That class "Tensorrechnung and Tensoranalysis für Ingenieure" / "tensor algebra and tensor calculus for engineers" was my happiest 3.0 ("satisfactory", C) ever and I was the third best in class with that result LOL (such results used to be normality at German universities in the old pre-Bologna system). Sometimes mathematicians are simply evil people. :D
@-danR
@-danR 10 ай бұрын
This video is the natural second step after Dan (no relation) Fleisch's video introduction to tensors.
@timothyjohnson1511
@timothyjohnson1511 4 ай бұрын
Thank you for presenting in dark mode, easy on the eyes. Looking for dark mode presentations of electrodynamics with dipole radiation, and accelerating charge.
@davidgoldgruber8541
@davidgoldgruber8541 Жыл бұрын
Best and most compact explanation/visualization of the Cauchy stress tensor I have seen so far. Wish this video had existed a few years ago when I studied the topic at uni.
@not2tired
@not2tired Ай бұрын
Studying stress tensors at unicycle!
@mikip3242
@mikip3242 Жыл бұрын
Finally!!! Someone in KZbin decides to make the concepto of Tensor easier and meaningful to mortals.
@justanotherguy469
@justanotherguy469 Жыл бұрын
You know, I was just thinking the same thing, but then it dawned on me that most mortals do not even know what a scalar is.
@anjanavabiswas8835
@anjanavabiswas8835 4 ай бұрын
@@justanotherguy469 Fair enough.
@scene2much
@scene2much Жыл бұрын
I've been trying to get a PERFECT understanding of Tensors for decades.... this was Wonderful!
@yousefamar288
@yousefamar288 Жыл бұрын
as an engineering student those 12 minutes here have more blessing than a 4 month course of my engineering program in university. Just Perfect
@user-yi7hl8tt2w
@user-yi7hl8tt2w 2 ай бұрын
This is the world's easiest explanation of tensors. I wanted to see it when I was a college student over 30 years ago.
@dialectphilosophy
@dialectphilosophy Жыл бұрын
Most intuitive and simple explanation of a tensor you can come across on KZbin!
@visualchallenge2413
@visualchallenge2413 Жыл бұрын
It is amazing what you can learn in 12 minutes ! I have no use for this information but I watched this video in order to get rid of the mystification about this subject that bothered me for more than 30 years. Thank you for this great effort of explanation.
@yevgeniygorbachev5152
@yevgeniygorbachev5152 Жыл бұрын
I'm working through the Eigenchris series right now, and I'm really excited to see other math/physics youtubers take a crack at it.
@cykkm
@cykkm Жыл бұрын
Eigenchris' lectures are amazing! He disposes with a few common conventions, both in notation (simply AB instead of common A⊗B); and, especially important, coordinate conventions (he doesn't normalize the unit in the direction of θ by 1/r), which makes their action the same as that of partial derivative. They _are_ PD's! The first time I saw that, I thought, wowzers, why do the most textbooks manage to kill this correspondence, so natural? First by tearing the 1/r out of the object, then sticky-taping it to it, because from now on you're bound to carry them together. And they don't mean anything anymore...
@justanotherguy469
@justanotherguy469 Жыл бұрын
He is amazing and very detailed.
@Oxygenationatom
@Oxygenationatom Ай бұрын
?
@rantorakoto8785
@rantorakoto8785 Жыл бұрын
From the bottom of my heart, thank you 😭❤️ you simply did an amazing work. I've been unsuccessfully trying to understand this for 3 years, I eventually dropped out and just moved forward using tensors without having any idea of what it really is, but now, thanks to you, after 11 minutes, It's finally clear to me, so thank you very much.
@mathscottage5785
@mathscottage5785 9 ай бұрын
Exactly 💯💯💯💯...just amazing...no words...Bravo Bravo......
@AlexBesogonov
@AlexBesogonov Жыл бұрын
This is the best introduction I've seen! People typically try to introduce tensors from the other direction, from the abstract side, and only at the end moving to matrix representation.
@pianojay5146
@pianojay5146 Жыл бұрын
came for tensor, staying for stunning visuals for material mechanics! great job!
@t3db0t97
@t3db0t97 4 ай бұрын
Of all the videos I have watched on tensors, this is the first time I've *actually* understood them. Outstanding work!
@gabitheancient7664
@gabitheancient7664 Жыл бұрын
you have no idea how good I feel seeing the springs moving with that specific sound, pls never abandon this sound, I need it together with springs, springs are so much cooler with this sound added
@adamb7088
@adamb7088 Жыл бұрын
OMG!! I do believe I now know how important it is to calculate the Eigenvalues and Eigenvectors of a tensor field. Thanks.
@IAmNotARobotPinkySwear
@IAmNotARobotPinkySwear 5 ай бұрын
This is like discovering the holy grail of explanation videos. Saved, and I'm gonna download an offline copy just in case. Thank you so much, subscribed.
@laurenwrubleski7204
@laurenwrubleski7204 Жыл бұрын
I've been looking for a good explanation of tensors for years! I'm so excited for the rest of this series!!
@christopherneufelt8971
@christopherneufelt8971 Жыл бұрын
Did you have enough? Are you happy? Finished? I am ready to have tears in my eyes, this is probably the best description of a complicated subject that I ever seen. Really beautifully made with clarity and insight. Bravo, bravo.
@sumairahmad9464
@sumairahmad9464 Жыл бұрын
Freaking amazing bro. Much appreciated. Can't thank you enough for taking the time out to make this for us!
@justanotherguy469
@justanotherguy469 Жыл бұрын
RIGHT?!!!
@adrian_sp6def
@adrian_sp6def Жыл бұрын
The shortest and best vid aboud tensors! I really love short and compact videos like this. I do not have enough time on my life to watch >10min videos. In this video there is only knowledge without unnecessery staff around. BIG THANKS!
@eqwerewrqwerqre
@eqwerewrqwerqre Жыл бұрын
Pleaaasseee pleaaasssee post more of this series. There's such a lack of intelligible introductions to tensors on the internet. I've seen eigenchris's videos too and I think this is the best possible addition to his work as it approaches from an entirely different angle (visualization) and is extremely valuable to me. I would be eager to see why EM tensors are antisymmetric or really any continuation of this series, this was a great video. I've subscribed in the hopes of more
@kimchi_taco
@kimchi_taco Жыл бұрын
holy cow. I realized I didn't understand tensor in my Physics degree. Brilliant work! Thanks!
@evancarpenter
@evancarpenter Жыл бұрын
Holy smokes, this is the explanation that’s making it click for me After years of hearing how it’s a map and invariant and all the other things, seeing the relationship between the two spaces and exploring the relationship between the components helps a lot, incredible video!
@billvvoods
@billvvoods Жыл бұрын
Awesome visuals and explanations. This is the video I’ve been waiting for all my life. Thanks for producing this.
@joejoejoe3
@joejoejoe3 Жыл бұрын
At the end of my Calc III course a few weeks back I randomly stumped upon the idea of a tensor (namely trying to figure out if ∇𝐅 was meaningful,) so this couldn't have come out a better time. Definitely going to keep up with the series!
@timothywelk3244
@timothywelk3244 4 ай бұрын
This is incredible. I wish I had your KZbin page when I was in college.
@dank3k
@dank3k Жыл бұрын
This is beyond cool. Please continue with the series!
@tedsheridan8725
@tedsheridan8725 Жыл бұрын
Very cool video. Even after taking two classes involving tensors (years ago), I never fully got them. This was very easy to understand naturally.
@michaelblankenau6598
@michaelblankenau6598 7 ай бұрын
Very well explained . Making clear what the geniuses have always understood .
@LucyHealthy97
@LucyHealthy97 Жыл бұрын
You have a beautiful brain! I feel so excited to watch your video. Please post visualization of tensors - part 2. I'm waiting for it
@justanotherguy469
@justanotherguy469 Жыл бұрын
Great video. It elevates my understanding of tensors to the level of intuition. Love your graphical presentation.
@avocado1998
@avocado1998 7 ай бұрын
Best video I've ever watched. So clearly explained and the 3D visualisation is incredibly helpful when you're trying to learn this stuff. It's so hard to learn this just on paper in 2D without animations.
@fitness60plus52
@fitness60plus52 7 ай бұрын
you know what? this is the first video ever (among zillions) that made me grasp what a tensor is about. 👍👌
@robocop30301
@robocop30301 Жыл бұрын
This is the greatest video that was ever made.
@Rodrigoviverosa
@Rodrigoviverosa 2 ай бұрын
FINALLY I understand Tensors, after 10 years of gratuation and all day watching ton of videos on YT haha, thanks!!!
@apoorvmishra6992
@apoorvmishra6992 10 ай бұрын
Eagerly waiting for part 2 buddy....
@wanderrodrigues499
@wanderrodrigues499 Жыл бұрын
Didática excelente! Vou assistir todos os vídeos do canal!
@IoldxmanI
@IoldxmanI Жыл бұрын
This is the best explanation I have come across. Please release the second part.
@rudypieplenbosch6752
@rudypieplenbosch6752 Жыл бұрын
This is very interesting, especially seeing electromagnetism as a tensor.
@alexandreboulch5455
@alexandreboulch5455 2 ай бұрын
Best video on the stress tensor I’ve seen so far. Thanks!
@StefanosZormpas
@StefanosZormpas 5 ай бұрын
the Chinese say "a picture, a thousand words" and I say "a video of yours, five years of university". My congratulations, keep up the excellent work
@DrDeuteron
@DrDeuteron 5 ай бұрын
Great video for engineers. If you move beyond vector a arrows, and say, replace “Z” with cosine theta, then vectors are the things that can be rotated amongst themselves, and require a 360 degree rotation to remain unchanged. There are 3 of them. Rank 2 tensors are such things that require 180 deg. There are five of them. Rank 3 require 120 degrees, there are 7 of them. Keep going, and you have the spherical harmonics, which are a great way to visualize tensors, since you can draw them. Btw: the reason we even care about vectors and tensors is exactly these property under rotation, and ps: there are things that require 720 degrees of rotation to be unchanged. Hint: there are 2 of them.
@megri3441
@megri3441 Жыл бұрын
Thank you for this excellent demonstration. I'm able to imagine how machine learning models learn from the data. It was looking like a magical mystrious for me.
@thomaschiesa8202
@thomaschiesa8202 Жыл бұрын
This deserves a standing ovation, a masterfully excellent video!!!
@gparizoto
@gparizoto Жыл бұрын
Beautiful physical interpretation of tensors, keep doing this great job!
@enricolucarelli816
@enricolucarelli816 Жыл бұрын
Superb. This is the kind of videos that expand my mind. 👏👏👏👏👏
@tim40gabby25
@tim40gabby25 Жыл бұрын
Hi. As a complete curious amateur, this was perfectly clear. Well done.
@justanotherguy469
@justanotherguy469 Жыл бұрын
That is how you know a teacher knows his stuff.
@Ammar2b
@Ammar2b Жыл бұрын
that's one of the greatest videos on KZbin for mechanical engineers! Thank you
@marcfruchtman9473
@marcfruchtman9473 Жыл бұрын
Incredible visualization. Thank you for making this video.
@kalpitkatpara2720
@kalpitkatpara2720 8 ай бұрын
My mind is completely blown by your explanation!!! amazing work! you are a real gem to humanity! 💕✌✌👍👍
@matthewgrindstaff4661
@matthewgrindstaff4661 Жыл бұрын
This is the tensor visualization I have been waiting for. Thanks!
@davidjones5319
@davidjones5319 Жыл бұрын
Excellent. Best intro to the concept of tensors I’ve seen. Very helpful
@vanderkarl3927
@vanderkarl3927 Жыл бұрын
I don't know why I wasn't subscribed before considering I watched and enjoyed all the halting problem and Bell Inequalities related videos!
@khajiit92
@khajiit92 Жыл бұрын
always struggled with understanding tensors and this is the first one that's making it click, thanks so much!
@DevRajyaguru-lx8pi
@DevRajyaguru-lx8pi Жыл бұрын
Best explanation of the tensors I found After years, Thank you so much!
@Midazc
@Midazc 6 ай бұрын
Such a clean, concise explanation and visualization. Well done!
@patrick1532
@patrick1532 Жыл бұрын
4:24 Ugh, dude, I had to figure this out for myself when I took a mechanical design course in school. Prof just jumped straight into doing problems without explaining anything about what she was doing. Glad my understanding of it has been validated though.
@MysteriousSlip
@MysteriousSlip 8 ай бұрын
Ooh man, exciting to find such a good video, but also scary to realize it is 8 months old already without part 2. 😭
@udiprod
@udiprod 8 ай бұрын
Thanks! Part 2 should be ready in a few weeks.
@danielobambelo1411
@danielobambelo1411 Жыл бұрын
Yes, finally new video, havent even seen it but i know that it will be great, also those who say first are stupid.
@alfahad7433
@alfahad7433 10 ай бұрын
awesome! awesome! awesome! For the first time I understood the topic a bit. Please continue the series as I believe that there are a huge number of students feeling like me...🙏🙏🙏
@floppy8568
@floppy8568 Жыл бұрын
I'm excited for part 2! You make great anumations! Keep it up!
@jeremiahvanhook1114
@jeremiahvanhook1114 Жыл бұрын
Visualization is such a key component of understanding all mathematical concepts. Part 2 PaRt 2 PART 2!!!!
@chej9
@chej9 Жыл бұрын
Wait what. That electromagnetic fields part is THE best cliffhanger ive seen in a while.
@sudonim7552
@sudonim7552 Жыл бұрын
As an engineering major who has seen this math in many structures classes, but it's always been presented as simply a matrix representation of a system of linear equations. I've never realized that I was using tensors before.
@leonstenutz6003
@leonstenutz6003 Жыл бұрын
Appreciate your work and this video so deeply. Thank you!
@fbkintanar
@fbkintanar Жыл бұрын
Nice visualization, it makes the details a lot more memorable.
@jaygokhale2133
@jaygokhale2133 8 ай бұрын
Really high-quality explanation. Thanks!
@MCSteve_
@MCSteve_ Жыл бұрын
I imagine you can find the the new coordinate system with no apparent matrix sheering by figuring out the eigenvectors. Also with that anti-symmetric matrix, I imagine it has the property of no divergence yet has curl, which satisfies the property of electromagnetic fields (according to Maxwell's equations). I just don't understand what makes this connection of symmetry and zero divergence. Amazing video, I think I finally understand the idea of tensors.
@KalebPeters99
@KalebPeters99 Жыл бұрын
This is such a remarkable introduction. Bravo 👏👏👏
@tf2excession
@tf2excession Жыл бұрын
This is an incredible video, I see so many people have struggles with tensors & change of basis. If you can bring in some intuition for the universal property as well, this will be the single canonical series to explain them
@talhacals4729
@talhacals4729 9 ай бұрын
I am waiting the part 2 since this video uploaded. Please continue this incredible video
@udiprod
@udiprod 8 ай бұрын
Thanks! Part 2 should be ready in a few weeks.
@carlosfelipe766
@carlosfelipe766 Жыл бұрын
Good job buddy, keep it up. Looking forward to part 2!
@BernardoMartins_
@BernardoMartins_ Ай бұрын
Beautiful clarity. Masterpiece.
@rktiwa
@rktiwa 2 ай бұрын
Missed it by as many as 50 years!
@GanerRL
@GanerRL Жыл бұрын
i rlly like this style of video, keep it up!
@Edu888777
@Edu888777 Жыл бұрын
Really good vídeo, one of the best! Very didactic. Thank You !
@bassamxp
@bassamxp Жыл бұрын
This is totally magnificent ... thank you. I'll make sure my students follow this video and the channel
@thevelar7139
@thevelar7139 8 ай бұрын
No way no way no way , can i cry just bcuz i understand it ,daamnnn you did exellent explanation man ❤❤❤❤❤❤❤
@gomdangdang
@gomdangdang Жыл бұрын
You are amazing. I heard that tensor is the object which does not depend on change of coordinate. Now it is somehow clear to me, but I am really looking forward to the next video. Thank you!!
@Songvbm
@Songvbm Жыл бұрын
Definitely a valuable video tutorial for me. My request to the uploader is to provide the visualization of "tensors applied in the domain of Statistics & ML", if possible. Thank you.
@tinkeringengr
@tinkeringengr Жыл бұрын
Nice animations! Looking forward to more!
@Kart-sl2qq
@Kart-sl2qq Жыл бұрын
This video was just sensational, thank you
@casenc
@casenc 11 ай бұрын
I can't wait for part 2!
@zacknstuff1611
@zacknstuff1611 23 күн бұрын
This is the best video about tensors
@jaybingham3711
@jaybingham3711 Жыл бұрын
Wow...exceptional. So well done. Kudos.
@EMLtheViewer
@EMLtheViewer Жыл бұрын
I cannot stress enough how much this video helped me. (pun unintended, but welcome) Just reading about tensors was not enough, and I always wondered what exactly made them different from matrices. Thanks for this explanation!
@LuisGarcia1992_
@LuisGarcia1992_ Жыл бұрын
Most excellent explanations and visualization!!
@dakkumar
@dakkumar Жыл бұрын
Very well done Udi! Thank you!
@prabinpradhananga9031
@prabinpradhananga9031 8 ай бұрын
This is terrific! The most lucid visualization of tensors I have ever seen! Just a question, which software/code did you use to create the visualization for tensors?
@udiprod
@udiprod 8 ай бұрын
Thanks :) I'm using Maya.
@joserodrigomorenolopez6651
@joserodrigomorenolopez6651 Жыл бұрын
Excelent video, makes visual everything that needs to be visualized. Congrats
@DERIVATIVES-mh6ej
@DERIVATIVES-mh6ej Жыл бұрын
So a tensor field is like if you took many different vector fields, folded each of them onto themselves until they each became tiny individual points, and used those points to make up a new, higher order field. It's like a field with each point individually corresponding to its own entire vector field. Just wow.🤯
@franb6789
@franb6789 Жыл бұрын
Great explanation and demonstration. Visualization is key to understanding.
@Lleruelu
@Lleruelu 10 ай бұрын
FANTASTIC INTRO!!! THANK YOU VERY MUCH!!!
@najahsaeed2006
@najahsaeed2006 6 ай бұрын
Thank you so much for the great effort in this video, all the best, and keep it up
@safaahamdan5668
@safaahamdan5668 2 ай бұрын
This video is most credible great fantastic representation of tensor ❤❤❤
@preetamchowdhury4713
@preetamchowdhury4713 Жыл бұрын
one of the best videos on tensor...thank you...
@richardcasey4439
@richardcasey4439 9 ай бұрын
This video series should be included in linear algebra courses
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