Extending the Harmonic Numbers to the Reals

  Рет қаралды 274,957

Lines That Connect

Lines That Connect

Күн бұрын

The harmonic numbers are the partial sums of the harmonic series - sums of whole number reciprocals. This video explores how we can extend their domain to the entire real line.
The animations for this video were made with the community edition of Manim (www.manim.community). Huge thanks to everyone who worked on the library, as well as the members of the Discord server who answered my many questions.
This is my entry for the Summer of Math Exposition 1.
00:00 - Intro
1:45 - Graphing the Harmonic Numbers
2:47 - A Recursive Formula
4:23 - Using the Recursive Formula
7:33 - The Super Recursive Formula
8:52 - Finding the Interval
11:27 - Example: H(0.5)
11:59 - Deriving the Solution
13:10 - Graphing the Solution
#SoME1

Пікірлер: 614
@LinesThatConnect
@LinesThatConnect 2 жыл бұрын
Thanks for watching everyone! I obviously hoped to see a positive response, but I didn't think I'd actually get thousands of views on my first video! It makes me really happy to see so many people enjoying this topic. The Harmonic Numbers are the tip of an iceberg into some really cool math, and I hope to eventually share that whole journey on this channel. I've been working on another (completely unrelated) video, but as I'm doing this between work and other personal projects, I can't give any estimates as to when it will be ready. I just wanted you to know that there definitely is more on the horizon!
@CMDRunematti
@CMDRunematti 2 жыл бұрын
oh yeah you gonna blow up. havent watched these kinds of videos in a while and youtube just puts you on my home page...pretty sure youre gonna have a huge spike of views (or just had and the algo still loves you) been a pleasure to watch too
@Rugjoint
@Rugjoint 2 жыл бұрын
keep it up w these kind of videos, rlly good
@arunchebrolu1113
@arunchebrolu1113 2 жыл бұрын
You definitely deserve it, production quality is what matters in these kinds of explorations
@victorvalencia6466
@victorvalencia6466 2 жыл бұрын
Keep making content man, i will absolutely watch it all... love this kind of videos, already subscribed. Good job! 👍
@leofigoboh1611
@leofigoboh1611 2 жыл бұрын
Are you telling me the points don't follow a logarithm? I'm so disappointed.
@sebastiangudino9377
@sebastiangudino9377 2 жыл бұрын
Guys, get ready, we are literally witnessing the birth of a new legend in the math-educational KZfaq scene. This is going to be great, i can feel it
@warpedmine9682
@warpedmine9682 2 жыл бұрын
i agree
@spongebobbatteries
@spongebobbatteries Жыл бұрын
I feel so, too. It reminds me of when I first went crazy for 3b1b
@roiburshtein852
@roiburshtein852 Жыл бұрын
I agree. He has everything 3blue1brown has.
@Deadslinger-Doshita
@Deadslinger-Doshita Жыл бұрын
no truer words were spoken.
@khallell
@khallell Жыл бұрын
This aged like milkshake
@eammonful
@eammonful 2 жыл бұрын
This was excellent. I've watched a lot of the SOME1 videos and this is easily one of the best. Do you expect to release any more anytime soon?
@LinesThatConnect
@LinesThatConnect 2 жыл бұрын
Thank you!! I can't really make predictions on how soon, but I definitely have more in the works!
@user-zg2mx2nq8m
@user-zg2mx2nq8m 2 жыл бұрын
Nice video. One very small point I would make would be at 10:55 on your justification of using a straight line for the interval, as opposed to some squiggly up and down one. I believe it would be better to justify it under the intuition that the harmonic functions extended to the reals should be a strictly increasing function, rather than the rather loose "it is the most natural. It's probably being overly pedantic, but mathematics is all about rigour
@ery5757
@ery5757 Жыл бұрын
Even if you add the argument of strict increase, it is not necessary for the function to be a straight line, there still is some intuition to it. The argument probably should be that if f(x) does not change much also every derivative of f goes to 0. And even this is hard to proof as you can not do the limit of the difference quotient because you do not have infinetely close points for which the function is defined. Anyways, as we are looking for a function that behaves kind of natural in some way, we can just take that as a definition of "natural": that every derivative disappears on the interval between arbitrarily close points. (Now as I am writing this I wonder, if you could proof that under the condition, that every derivative should be continous in any point - but I am not enough of a mathematician to try that myself.)
@JGHFunRun
@JGHFunRun Жыл бұрын
@@ery5757 well for the really big numbers in order for it to be monotonically it needs to be close to a straight line, otherwise it would go above the second value/below the first. It may not be exactly but as you get bigger and bigger it gets closer and closer. This is expressed by the statement that for any x lim[N->inf] H(N) - H(N + x) = 0
@ery5757
@ery5757 Жыл бұрын
@@JGHFunRun Well the thing is that this does not hold for any x, but only for x
@JGHFunRun
@JGHFunRun Жыл бұрын
@@ery5757 yea um x was (heavily) implied to be finite when N explicitly goes to infinity. You’re being extremely pedantic and I’m not even sure why - for any finite x, x inf] N since N >> inf. Heck in the video he explicitly said something equivalent to “for very large N in relation to x” N>>x. Do you think the statement of “very large N in relation to x” stopped applying at some point? Because if so tell me where it stopped applying. I’ll wait Oh, and if you really want to be pedantic it’s only if |x|
@schizoframia4874
@schizoframia4874 Жыл бұрын
Yeah that part bothered me a bit too
@FareSkwareGamesFSG
@FareSkwareGamesFSG 2 жыл бұрын
When I first learned about sigma notation and the Riemann Zeta function, I spent the next 5 nights playing on Wolfram Alpha, and it was fun. It was very similar to what you've done here! Thanks for the connection with the digamma function, too, I never knew what that was.
@SlashCrash_Studios
@SlashCrash_Studios 2 жыл бұрын
Wau, that's pretty cool (Another name for the archaic Greek letter "Wau" is "Digamma")
@RichConnerGMN
@RichConnerGMN Жыл бұрын
5 nights at wolfram alpha
@DrZye
@DrZye 2 жыл бұрын
Great visualization, great pacing, interesting topic!
@user-hh7kt4le3q
@user-hh7kt4le3q 2 жыл бұрын
Damn, I am a high schooler who is interested in maths. Gamma-function, Digamma function, harmonic numbers and extension of series from integers to real(and complex) numbers are definitely one of my favorite topics. Honestly, this is the best video about harmonic numbers I’ve seen so far.
@burneraccount5454
@burneraccount5454 Жыл бұрын
I thought it was just a coincidence the harmonic numbers looked like a discontinuous logarithm, but actually, the natural logarithm of x can be expressed as the integral between 1 and x of the reciprocal function. So the nth harmonic number is kind of like an approximation of the integral definition of ln(n), using integer width areas.
@Sir_Isaac_Newton_
@Sir_Isaac_Newton_ 9 ай бұрын
Also ln(x) is approximately equal to H(x) minus Euler-Mascheroni constant, for large values of x.
@meraldlag4336
@meraldlag4336 9 ай бұрын
Surely the limit of the slope of this function also is 1/x like the ln
@jackrookstool1306
@jackrookstool1306 2 жыл бұрын
Dude, this video is one of the best produced math videos I’ve seen in a while! You have the elegant animations of 3Blue1Brown while also touching subjects I’m more interested in, so bravo, honestly! Keep up the good work, I’m excited to see what you have in store in the future!
@andriypredmyrskyy7791
@andriypredmyrskyy7791 2 жыл бұрын
I discovered this while "discovering" the stamp collector's problem for myself. There's a fun approximation that's useful if you're trying to find how long it takes to get items from a random draw.
@zanzlanz
@zanzlanz 2 жыл бұрын
Amazing first video - I can't wait to see what's next! Not taking into account the reasons why you'd prefer one notation over another, I think it's a bit curious though how computing the first numbers gets more and more difficult as you get further into this video - I mean at the start it is just evaluating fractions, and by the end you have to calculate an infinite sum!
@LinesThatConnect
@LinesThatConnect 2 жыл бұрын
Thank you!! The infinite sum is great because you can take derivatives and integrals, and in general a bigger domain means more potential to find interesting patterns. But if you ask me for H(20), there's no chance I'm adding infinite terms when I only need to do 20! (Plus, the sum converges pretty slowly, especially for larger numbers)
@zanzlanz
@zanzlanz 2 жыл бұрын
Oh! Can you can do calculus on sums? I always thought that was kind of a dead end! It's still pretty nuts how do calculate the Nth harmonic, you have to add the first N reciprocals. Coming from a computer science background, I feel the best way to implement this would not be one of the mentioned formulas; a lookup table is too sparse, the classic definition gets too slow too quickly, and the summation takes too long to converge. I'm kinda baffled by how many ways there are do calculate this one thing!
@Errenium
@Errenium 2 жыл бұрын
@@zanzlanz i'd personally see whether the integral of the geometric series was viable (depending on how expensive non-integer powers are)
@angelmendez-rivera351
@angelmendez-rivera351 2 жыл бұрын
@@LinesThatConnect Well, of course you only need to calculate 20. After all, the sum telescopes for positive integer inputs.
@tomkerruish2982
@tomkerruish2982 2 жыл бұрын
@@zanzlanz You can do calculus on sums; you just have to make sure there aren't any shenanigans going on. It's like with mixed partial derivatives; usually they're equal, unless the function is going nuts at some point. (For more eye-glazing details, look up the Monotone Convergence and Dominated Convergence Theorems.) As for calculating harmonic numbers, there are asymptotic expansions which work pretty well. For example, H(n) is about ln n + gamma + 1/2n - 1/12n² + 1/120n⁴, where gamma is the Euler-Mascheroni Constant. You can continue extending this approximation, but unfortunately for any finite n the terms start getting larger after some point (this is a general problem with asymptotic series). However, the computational advantages are enormous. Finding the billionth harmonic number by summation would take literally billions of calculations and only give you about eight places of accuracy past the decimal point; the above formula (with a previously calculated value of gamma) yield over fifty places after the decimal point (the first omitted term is of order 1/n⁶, or one part in 10⁵⁴).
@mahxylim7983
@mahxylim7983 2 жыл бұрын
12:28 Math is crazy in a way that you can have an good intuition about every separate fact but when combined, knocks you back to the start and realize you don't really comprehend the whole story.
@telnobynoyator_6183
@telnobynoyator_6183 2 жыл бұрын
I am so glad for 3b1b's Summer of Math Exposition, great videos are popping up everywhere !
@avz1865
@avz1865 2 жыл бұрын
Wow! I used essentially this idea to find a continuous extension for the factorials! I know the gamma function already exists, but doing it this way gives you a different formula that happens to give you exactly the same thing as the gamma function. I never considered doing the same thing with other functions, so cool!
@hemanthkotagiri8865
@hemanthkotagiri8865 2 жыл бұрын
I didn't even notice 15 minutes have gone by. That's how good you are at explaining things. Awesome, man! Keep going! The world needs more lucid explainers like you!
@WolfrostWasTaken
@WolfrostWasTaken 2 жыл бұрын
Excellent video! Watched through the end, I was basically hypnotized by the quality of the manim animations!!! So cool!!! Keep up the good work
@user-qp6kd9hf9g
@user-qp6kd9hf9g 2 жыл бұрын
Absolute brilliant video, I love those exploration videos that take you through a journey of discovery. And this video does it perfectly. Can’t wait for the next video
@rysea9855
@rysea9855 2 жыл бұрын
Beautiful animation, great explanation, fantastic video! Can't wait to see more of you
@danidotexe_
@danidotexe_ 2 жыл бұрын
Got excited that I'd found a new cool maths channel. Got disappointed when I realized it's only your first video. Got excited again when I realized it's only your first video. Please keep it up!
@ERROR-ei5yv
@ERROR-ei5yv 2 жыл бұрын
As someone who's interested in somewhat niche generalizations like this, this video was really interesting! It was very well explained and visualized and easy to understand
@michaelriberdy475
@michaelriberdy475 2 жыл бұрын
I love this kind of "extension" video. Keep them coming
@SuperManWithFuckingBigEgo
@SuperManWithFuckingBigEgo 2 жыл бұрын
Size does matter, doesn't it?
@UberSpaceCow
@UberSpaceCow 2 жыл бұрын
Wow! What a great watch! Thanks so much for putting this together!
@kshitijthakkar8074
@kshitijthakkar8074 2 жыл бұрын
Thanks mate, It was really informative and the way you presented it felt quite intuitive. Keep up the great work. Waiting for the rest of your videos.
@lltheguy8387
@lltheguy8387 2 жыл бұрын
I love your teaching style! I hope you enjoyed making this video as much as I enjoyed watching it, cause if you keep up this level of quality, you WILL find success here 😁
@Archer-bc6cv
@Archer-bc6cv 2 жыл бұрын
This is amazing, and I'm really excited to see you're upcoming videos
@raedev
@raedev Жыл бұрын
the quality of this is astounding, i've never subbed to a channel this quickly.
@a52productions
@a52productions 2 жыл бұрын
It was hard for me to silence the voice in my head screaming "It's just a natural log! Use an integral approximation!", but this was definitely worth it! Great video :)
@landsgevaer
@landsgevaer 2 жыл бұрын
"Just a log"? Euler-Mascheroni-constant: "Am I nothing to you?"
@danielyuan9862
@danielyuan9862 10 ай бұрын
It's in the name: integral _approximation_
@peepoclown1
@peepoclown1 2 жыл бұрын
Wow, I rarely find a new channel to which I’d like to subscribe, but I’ve «never» been so quick to hit the bell icon too. 0: Extraordinary success lays just over the horizon for this channel. Keep it up!!
@RaymondBarbour
@RaymondBarbour 2 жыл бұрын
Great start to your channel. Interesting topic, top class qualify. Subscribed and notification set in anticipation of the next one!
@martindaza6222
@martindaza6222 2 жыл бұрын
I'm usually a casual viewer when it comes to math videos but man... videos like this makes you appreciate how beautiful math is. Really cool video, hoping to see more! :)
@woowybaby3064
@woowybaby3064 2 жыл бұрын
Amazing video! Good job, I can’t believe it’s your first one! Keep it up man, I’ll be coming back for more!
@FlynnFromTaiga
@FlynnFromTaiga 2 жыл бұрын
You are a great narrator, I never was excited about sums that much before.
@ebentually
@ebentually 2 жыл бұрын
I'm very happy that the summer of math is/was a thing there are so many really exellent videos emerging recently (and especially also so many new great people doing interesting educational videos). I really hope more people see this as I find it very well made
@ianprado1488
@ianprado1488 2 жыл бұрын
Excellent video. Looking forward to future content
@xyz.ijk.
@xyz.ijk. 2 жыл бұрын
That was very well done. I'm looking forward to going back and watching more of your other videos.
@dooomalex
@dooomalex 2 жыл бұрын
Amazing presentation, looking forward to more stuff!
@3of7tricom34
@3of7tricom34 2 жыл бұрын
Great video! Really informative! I’m excited to see what you do in the future!
@Corncycle
@Corncycle 2 жыл бұрын
Great video! Looking forward to seeing more from this channel.
@petergilliam4005
@petergilliam4005 2 жыл бұрын
Wonderfully made, You sir have earned my subscription, I really hope to see more from you
@MathyJaphy
@MathyJaphy 2 жыл бұрын
Very nicely done. Looking forward to more!
@voodooguru
@voodooguru 2 жыл бұрын
This is an excellent video, well presented and well explained. I'm looking forward to your future videos.
@piyushmahamuni4613
@piyushmahamuni4613 11 ай бұрын
I can see that you took great effort in making sure that every step and intention behind it is clearly conveyed. When you're an expert yourself, it's hard to know what steps would be difficult to digest from a novice point of view. I enjoyed watching this video very much.
@raunakmukherjee8029
@raunakmukherjee8029 2 жыл бұрын
Amazing video! Extremely clear explanation and a very well chosen topic. Simple yet extremely slick arguments. Subbed!
@richardfredlund8846
@richardfredlund8846 Жыл бұрын
That's a great observation about it extending the domain. Seen that formula many times and literally never thought of it that way.
@Caspitein
@Caspitein 2 жыл бұрын
Wonderfully explained, math is so beautiful. Looking forward to your new content, you'll surely make it big!
@AKAIMAX1
@AKAIMAX1 2 жыл бұрын
Great video! Honestly this was presented so well I decided to go to wiki, and start deriving some of the stuff that was presented there as well as following the steps that were taken in this video. Really well done :)
@adaminsall9713
@adaminsall9713 2 жыл бұрын
Really great video. Good luck with SoME!
@frederik3982
@frederik3982 2 жыл бұрын
great work. can’t wait for the next one!
@seggie4045
@seggie4045 2 жыл бұрын
You deserve more subscribers, this video is extremely well made!
@wangweiyi8478
@wangweiyi8478 2 жыл бұрын
I read the title and thought about it for a day and came up with a different extension H(x)= integral of (1-t^x)/(1-t) for t from 0 to 1. And then I learned the completely different approach from the video. Time to try proving they are equal haha...
@wangweiyi8478
@wangweiyi8478 2 жыл бұрын
Btw, a missed opportunity of actually computing H(0.5). I think it is 2-log4
@somniad
@somniad 2 жыл бұрын
This is excellent! And the first video on this channel? This sort of thing has a sizeable audience, I'm sure, and it's distinct from what I'm seen elsewhere. Keep it up!
@NoNTr1v1aL
@NoNTr1v1aL Жыл бұрын
Absolutely amazing video!
@joedasilva134
@joedasilva134 Жыл бұрын
Very well explained. I am amazed about the influence of infinitesimals in modern math.
@brucekives2194
@brucekives2194 2 жыл бұрын
You have explained the generalization of the Harmonic function so well that I can't wait for your explanation of the Riemann zeta function. But take your time and do it right.
@nickyblosser1345
@nickyblosser1345 2 жыл бұрын
Just found you today and I honestly loved the video, I hope to see more in the future.
@mrcat1043
@mrcat1043 2 жыл бұрын
This is the best summer of math video! It deserves to win
@bryamalfaro
@bryamalfaro 9 ай бұрын
So amazing explanation!!! Thanks for share it
@haleshs66
@haleshs66 Жыл бұрын
Absolute beauty!!!
@Gooey
@Gooey 2 жыл бұрын
That thumbnail is perfection Great video too
@1SLMusic
@1SLMusic Жыл бұрын
That’s it, I’m binging this entire channel.
@debaratighosh3866
@debaratighosh3866 Жыл бұрын
Please make more videos like this. I want to know the mystery behind why graphs look the way they look for particular equations. This is amazing
@benheideveld4617
@benheideveld4617 2 жыл бұрын
Nice work. Can’t wait for next episode…
@ColeCoug
@ColeCoug 2 жыл бұрын
Wicked animations. Loved the video!
@OrigamiCreeper
@OrigamiCreeper Жыл бұрын
Damn this video is so impressive! Especially for the first video, it feels like the product quality matches 3b1b. I look forward to your future videos!
@davutsauze8319
@davutsauze8319 2 жыл бұрын
Hi, I have watched nearly all of 3blue1brown's videos, and yet I still think yours was one of the best I have ever encountered. I am *begging* you to upload another one, you could easily match 3b1b's videos in quality, and you in fact already did, if not better. KZfaq lacks great content like yours
@tristanc6967
@tristanc6967 2 жыл бұрын
Fantastic. I subscribed, can't wait for more!
@gczhu5125
@gczhu5125 2 жыл бұрын
Wonderful!! More videos, please! :)
@kayacanoedeloin8703
@kayacanoedeloin8703 Жыл бұрын
this video and this channel are amazing, from france : congratulations for your job
@timurpryadilin8830
@timurpryadilin8830 2 жыл бұрын
Cannot believe this channel is so underrated. Keep working, and you'll be famous.
@klaus9356
@klaus9356 2 жыл бұрын
This is great content, I hope your channel grows!
@TheJara123
@TheJara123 2 жыл бұрын
Brilliant man, you are not showing math but how to think and investigate thats more important than the math fact itself Please make more...
@ominollo
@ominollo 11 ай бұрын
This war very well done! Please continue making these nice math videos! 👌
@sejr8053
@sejr8053 2 жыл бұрын
I loved this video, everything about was just perfect 🙂
@TI5040
@TI5040 2 жыл бұрын
It's beautiful, the intuition behind generalized harmonic numbers which is explained in video is pretty cool. Especially the idea that going to sufficiently large N and then noting the fact that H(N+x)=H(N) was really lovely. I am really curious to know the source of this.
@MasterZeroYTTM21
@MasterZeroYTTM21 2 жыл бұрын
You did a very good job with this video, nice work man.
@Musfiqur_anik
@Musfiqur_anik Жыл бұрын
You're a legend. Kudos to you!
@alaindeturing62
@alaindeturing62 2 жыл бұрын
Great video, best math content I've seen in a while
@tomspray5961
@tomspray5961 2 жыл бұрын
Favourite SoME1 video I've seen so far, really really good video 🥳🥳🥳🥳
@joaofrancisco8864
@joaofrancisco8864 2 жыл бұрын
That was really nice! I hope new videos are coming
@brighamhellewell6479
@brighamhellewell6479 2 жыл бұрын
this is now my favorite math video!
@RedDaLord
@RedDaLord 2 жыл бұрын
That's such a cool trick to understand intuitively, you made it very simple. I hope you plan to make more videos like this!
@luigicennini2069
@luigicennini2069 2 жыл бұрын
This video is beautiful!
@emma5068
@emma5068 Жыл бұрын
On paper, I knew how to derive this infinite sum. But this video did a fantastic job of making it much more intuitive. Well done.
@tangerian319
@tangerian319 2 жыл бұрын
Can't wait to see more
@exoplanet11
@exoplanet11 2 жыл бұрын
Thanks for a cool, well made video. It is great to see high quality math pedagogy on channels like this one and 3brown1blue. When I saw the strange behavior for x
@ImMataza
@ImMataza 2 жыл бұрын
enjoyable video, hope to see more in the future
@cesarmoreno987y
@cesarmoreno987y Жыл бұрын
Phenomenal video
@05degrees
@05degrees 2 жыл бұрын
Nice! Though we *can* get H(0) = 0 from the original sum-of-reciprocals definition too: for that case the sum has no terms, and an empty sum equals zero (likewise an empty product equals one). Don’t be afraid that the sum is “from 1 to 0” in that case-that’s equivalent to being from 1 inclusive to 1 exclusive, which then makes more sense to have zero terms in it.
@RubyPiec
@RubyPiec 2 жыл бұрын
First SoME1 video I could actually understand!
@nicolasyan1613
@nicolasyan1613 Жыл бұрын
This is a really good video! The pacing, narration, and animation are all very smooth and pleasant to watch. There's one piece of feedback I have, though this may be more a matter of my personal taste, so take it at your discretion. It's natural for someone who's familiar with maths to understand which of the arguments in the video are rigorous proofs and which are just natural-looking assumptions. However, I'm not sure that would be clear to everyone. I think it would be good to really underline the point that there's an infinite number of possible functions which connect the dots, but that _if_ we enforce the recursive relation and _if_ we assume the curve flattens out, _then_ we get the final function.
@AriKath
@AriKath 8 ай бұрын
This was so fun to watch
@justusliebscher995
@justusliebscher995 2 жыл бұрын
Gg mate. Insanely good and interesting video with an excellent explanation !
@user-bw6in1zm6g
@user-bw6in1zm6g 2 жыл бұрын
Very interesting and well-done video
@airatvaliullin8420
@airatvaliullin8420 2 жыл бұрын
What a great video! Enjoyed every second
@captainhd9741
@captainhd9741 2 жыл бұрын
The highlight of the beauty of his articulation skills in this video was the part where he explained how there is a well-defined value for x=1/2 at very very large N since there is a smooth line meaning things are approximately the same (especially knowing about limits from calc) then he visually showed taking regular intervals back from the recursive relation meaning we have a value at every step of the way. It’s amazing! I have gained a lot from this experience. I now see mathematics more as a puzzle where we are trying to think about a very clever way to construct our function in a way we can think of. It blows my mind to see ingenuity with full clarity and appreciating the trick he pulled because usually textbooks pull tricks and it isn’t full understood/appreciated bu I think the visuals and simple words he used really helped here. Wonderful video! Wonderful! Amazing! So cool! I like this much much much more than 3Blue1Brown which usually feels too fast and cramped and confusing.
@captainhd9741
@captainhd9741 2 жыл бұрын
I even liked my own comment. Wonderful video! Very easy to digest!
@kasugaryuichi9767
@kasugaryuichi9767 2 жыл бұрын
Looking forward to more videos!
@upsilonalpha3982
@upsilonalpha3982 2 жыл бұрын
This video was great! On par with (or maybe even better) than a 3blue1brown vid!
@daveederer5553
@daveederer5553 2 жыл бұрын
Neat👍😎
@alexakalennon
@alexakalennon 2 жыл бұрын
Amen to that
@esquilax5563
@esquilax5563 2 жыл бұрын
This was great. Pretty sure this is the first time I've subscribed to a channel that has only one video!
@dronurtosun
@dronurtosun Жыл бұрын
Great video. Thanks a lot!
@devincustodio2258
@devincustodio2258 2 жыл бұрын
Def one of the better math channels in youtube. keep it up! it would be cool to do some computer science videos :)
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