Lyapunov's Fractal (that Lyapunov knew nothing about)

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  • čas přidán 1. 05. 2024
  • Hi everyone! I hope you enjoy my first video. I've known about Markus-Lyapunov Fractals for a few years now, and it surprised me that I couldn't find any video explaining how they work - so I thought I'd take a stab at it myself! This is also my submission for Summer of Math Exposition 2.
    Basic Lyapunov Fractal Demo in Shadertoy:
    www.shadertoy.com/view/fldBWr
    Further Reading:
    A 1990 paper by Mario Markus that introduces the fractal: aip.scitation.org/doi/pdf/10....
    Chapters:
    0:00 Intro
    1:00 Maps
    3:20 The Logistic Map
    5:44 The Bifurcation Diagram
    7:29 The Lyapunov Exponent
    11:35 Markus's Modified Logistic Map
    16:51 The Markus-Lyapunov Fractal
    18:55 Overlapping Branches
    20:37 3-D Bifurcation Diagram
    23:18 3-D Lyapunov Fractals
    23:59 Beyond the Logistic Map
    Image credits:
    Mario Markus picture: commons.wikimedia.org/w/index...
    Lyapunov picture: commons.wikimedia.org/w/index...
    Lyapunov picture (in thumbnail): commons.wikimedia.org/wiki/Fi...

Komentáře • 590

  • @desden0va
    @desden0va  Před rokem +172

    Hi all! I made a basic Lyapunov Fractal demo in Shadertoy for anyone to play around with - link in the description.

    • @timboatfield
      @timboatfield Před rokem +6

      Thanks! That was super well explained, in probably the shortest practical timeframe. I understood that and all the steps to get there and when I watch it again I will probably learn a few more things that I missed. I have always loved fractals aesthetically and for their profound logical order and chaos and for their infinite nature. Diving or stepping in to a fractal for a good while is a great way to grasp a little of what infinite really means. I've always had a basic knowledge of the mathematical components that create these, but this step by step with great commentary and accompanying graphics, I feel I now fully understand the process.
      I rarely sub on my first view, but that's got to be worth it. *Subbed*

    • @achtsekundenfurz7876
      @achtsekundenfurz7876 Před rokem +5

      Too bad that the shadertoy requires GLSL ES 3.00 or newer...
      > '[]' : implicitly sized array supported in GLSL ES 3.00 and above only
      > '[]' : array constructor supported in GLSL ES 3.00 and above only
      > '[]' : first-class arrays (array initializer) supported in GLSL ES 3.00 and above only
      > '=' : Invalid operation for arrays
      > '=' : cannot convert from 'const array[2] of int' to 'highp array[2] of int'
      I remember Lyapuniv graphics from way back in DOS (but they took hours to compute). Now we have many times the computing power, but STILL have to buy new stuff every year, just because the industry keeps changing specs. At least the code is simple enough that it can be translated to other languages easily -- and even JS on a modern machine is faster than an ASM program used to be back then.

    • @grubzer1369
      @grubzer1369 Před rokem +1

      This fractal looks kinda like a giant plane going off into infinity, can you apply some transformations to interpret it like this and "rotate" it to look straight onto it? Fly around it?

    • @mehmetbozarslan3744
      @mehmetbozarslan3744 Před 9 měsíci

      Wukllo90

    • @sunmagician27
      @sunmagician27 Před 8 měsíci

      cool dude

  • @rileyrileyrileyriley761
    @rileyrileyrileyriley761 Před rokem +217

    Woah, I thought I was watching a guy who had as many subs and views as 3Blue1Brown or something, then I got to the end of the video to like it and realized that somehow isn't the case.
    This was a really great video. You explained things well and didn't over or underexplain. I've watched a lot of these types of videos before but I've never come across this topic, this was a really unique and interesting video. Your animations and the effort put into this was seriously well done and appreciated. Nice job man keep it up.

    • @desden0va
      @desden0va  Před rokem +33

      Wow thanks, I really appreciate that! A big motivator was definitely the fact that I hadn't seen this topic covered in a video before

    • @houstonbova3136
      @houstonbova3136 Před rokem +8

      Second this!

    • @sleepyelk5955
      @sleepyelk5955 Před rokem +3

      the same here, quite impressive done 👍👌

    • @fss1704
      @fss1704 Před rokem +1

      @@desden0va thank u, wish you sucess

    • @justsomeguythatlikesart
      @justsomeguythatlikesart Před rokem +1

      I was also under the same impression, lol!

  • @TheStringKing7
    @TheStringKing7 Před rokem +260

    That's so cool! I've wanted to know more about the logistic map after watching a Numberphile video on it, but never found anything accessible elsewhere. This video put an end to that. Thank you and keep doing more interesting things which aren't often covered :)

    • @desden0va
      @desden0va  Před rokem +26

      thanks! In this video I was going to mention the Numberphile and Veritasium videos on the logistic map but I decided not to -- those are definitely great videos though

    • @revenevan11
      @revenevan11 Před rokem +5

      @@desden0va it's crazy, the Veritasium video came out on the exact same day I started reading "Chaos" by James Gleick, which is the same book they recommend in that video. Of course I got recommended yours and then subbed to you, I'm always a fan of adding another dimension to plots and especially to fractals!!! 🤯😁👍

    • @germaindesloges5862
      @germaindesloges5862 Před rokem

      @@revenevan11 Omg that book is sooo good. I got it when I realised that both 3blue1Brown and Robert Sapolsky (that gave the Behavioral Biology lectures) recommended it.

    • @marcotulioarrietarodriguez7151
      @marcotulioarrietarodriguez7151 Před 9 měsíci

      @@desden0vaquick question, which program do you use to plot the Lyapunov exponent? I’m trying to validate/demonstrate chaotic behaviour in granular materials, however with my lack of skill in programming quite difficult to plot the results, in consequence trying to find some community that point me/help in the right direction 😊

    • @desden0va
      @desden0va  Před 9 měsíci

      ​@@marcotulioarrietarodriguez7151For this video I used Mathematica. I've also implemented it in Shadertoy -- check the Shadertoy link in the About section of my CZcams channel page and it's the Bifurcation Diagram Demo. The Lyapunov exponent is calculated and plotted in lines 185-232, though admittedly that code isn't very readable.... (and those line numbers are subject to change as I mess with the code)
      Also, it depends on if your data is discrete or continuous, I've only been working with discrete data

  • @lexinwonderland5741
    @lexinwonderland5741 Před rokem +75

    WOW, this was amazing and I struggle to believe this is only your first video when its so thorough, accessible, and beautifully animated. Please please please make more!!

    • @desden0va
      @desden0va  Před rokem +13

      Thanks, I appreciate that! I'll definitely make more if I find another interesting topic

  • @Jacob-zp5ci
    @Jacob-zp5ci Před rokem +42

    I like math conceptually but I kind of suck at it in practice once you go past calc 1. That said, fractals are my absolute favorite mathematical concept, and its always frustrated me that I couldn't seem to grasp the concrete mathematics behind their generation. This video made it all click for me, I absolutely loved this video, I couldn't believe I'd been watching for 20+ minutes when it was over. If you'd like to make more videos like this you'll go far! I can't wait to brag about how I was one of your first subs :P

    • @desden0va
      @desden0va  Před rokem +5

      Thank you so much! I'm glad I could help you understand these kinds of fractals :)

  • @tricksshotsfinity4415
    @tricksshotsfinity4415 Před rokem +44

    this video is one of the best on this platform
    great job continue making this kind of videos

  • @FreymanArt
    @FreymanArt Před rokem +81

    I'm glad this showed up in my "recommended" feed because I would not have known to look for this video otherwise. Great presentation, animation, and explanation. I still remember seeing the article in the Sept 1991 issue of Scientific American and being fascinated by the shape of the fractal because it was *_not_* Mandelbrot (hooray!).

    • @desden0va
      @desden0va  Před rokem +8

      Hahaha yes, finally a new kind of fractal!

    • @MagicGonads
      @MagicGonads Před rokem +7

      You may not like to hear this, but the logistic map is a special case of the mandelbrot just for real values!

    • @fss1704
      @fss1704 Před rokem

      yeah brother up there was right that's mandelbrot, everything is.

    • @pigmentpeddler5811
      @pigmentpeddler5811 Před 9 měsíci

      do you have for me the eggs of your ovulence i must consume the eggs to survive please help me

    • @joestitz239
      @joestitz239 Před 27 dny

      Now go find that copy of magazine again. Become a collector of that kind of link between the modern video and yesterday's paper page.

  • @ramonbril
    @ramonbril Před rokem +4

    This is really high quality 'teaching' material. I knew most of this already but it's so calmly explained, very simple yet not uninteresting. That's a difficult balance to achieve.

  • @pondcurtis9725
    @pondcurtis9725 Před rokem +9

    This is one of my favorite math videos. I'm glad you didn't play music and kept it simple, because the subject is really engaging on its own. I get distracted or lulled to sleep by other math videos' otherwise very nice music. This is what I want to watch on youtube! Thanks!

  • @lotizorro
    @lotizorro Před rokem +7

    ¡Qué bello fractal!
    Muy buen video; un "pacing" perfecto-Ojalá sigas haciendo más videos así ❤️
    Good job!

  • @fibbooo1123
    @fibbooo1123 Před rokem

    Very well done! Those renders in particular are amazing- I'm very impressed!

  • @ballpien
    @ballpien Před 9 měsíci

    Excellent visualizations and explanations! Great job.

  • @squirtyraccoon
    @squirtyraccoon Před rokem +4

    This is just beautiful. Mathematics and geometrics are truly the language of the Univers. Thank you so much for this video !!

  • @itsowenstylez3857
    @itsowenstylez3857 Před rokem +1

    Woah, this is the best video i´ve ever seen about someone explaining some kind of fractal, great job!

  • @debblez
    @debblez Před rokem +2

    I think it should be noted that if the lyapunov exponent is greater than 0, it doesnt guarantee the system cant repeat, but we wouldnt expect it to. (specifically there is a 0% chance it repeats, which is different from it being impossible) We can typically avoid this problem by starting with the right initial value, specifically one where f’=0, which is why we start at 0.5 for the logistic map. But if we started with, say 0.1, there are some occasions where the system will repeat but return a positive lyapunov exponent.

    • @desden0va
      @desden0va  Před rokem +1

      yep! the circle map in particular defies my expectations of when the Lyapunov Exponent is positive compared to its bifurcation diagram. Though I suppose that's because in my implementation its initial value isn't a place where the derivative is 0. (My implementation at the end of the video is wrong, I fixed it on my Shadertoy profile, link on my channel page. I was specifically trying to recreate the one seen on the Wikipedia page for Arnold Tongues)

  • @dzl999
    @dzl999 Před rokem

    Wonderfully clear presentation of a fascinating subject, with great visuals. Will look froward to future content.

  • @walterfristoe4643
    @walterfristoe4643 Před rokem +9

    I've got Fractview, which has, among many other defaults, these Lyapunov fractals, but did not understand them or how they are generated. Now I feel much more comfortable with them, though I still have much more to learn. I really appreciate your posting of this video!

  • @aventurileluipetre
    @aventurileluipetre Před 9 měsíci +2

    This was facinating, thank you for your work! I'm glad I better understand Lyapunov's fractal now

  • @nathanenright3079
    @nathanenright3079 Před 9 měsíci +1

    Man I love this stuff thanks for all the hard work!

  • @novakonstant
    @novakonstant Před rokem

    Glad this video was recommended to me! Amazing topic, explanation and demonstrations! One of the best math videos ive seen on youtube. You just got a sub, sir.

  • @mapleigue
    @mapleigue Před rokem

    Great video! Really enjoyed your explanation, the approach and the animations. Keep it up

  • @foo_tube
    @foo_tube Před rokem

    This is very beautifully explained and illustrated. Pure aha moment. Hope you will do more!

  • @carlosserrano4048
    @carlosserrano4048 Před 7 měsíci

    Thank you for walking us through to see the end at the beginning.

  • @firenzarfrenzy4985
    @firenzarfrenzy4985 Před rokem +1

    I love watching these videos
    Not because I am good at maths
    Not because I like maths
    But I can gain insight and appreciation to the field of mathematics. See that all systems are interconnected, and the geometric beauty of pure maths displayed. I need higher education to understand this but for what it is it was well explained

  • @stevestarcke
    @stevestarcke Před 11 měsíci

    A truly beautiful video. Nicely explained. Kudos!

  • @picksalot1
    @picksalot1 Před rokem +1

    That was fascinating and very lucidly explained. I hadn't heard of the Lyapunov Fractals before. Thanks

  • @TheDanubeDepleter
    @TheDanubeDepleter Před rokem

    Genuinely beautiful video, thanks

  • @ameteuraspirant
    @ameteuraspirant Před rokem

    Cool first video. I'm glad I got shown it, even if the math kind of flew over my head. Looking forward to more in the future ❤

  • @imlostimcommon
    @imlostimcommon Před rokem

    that’s a great video, bud! thank you for explaining this thing and making it so easy to understand ❤ you’ve got one more subscriber now.

  • @JessWLStuart
    @JessWLStuart Před 9 měsíci

    Wow! This is the best presentation of how fractals work mathematically I've seen! Keep up the great content!

  • @joshuaunderwood7
    @joshuaunderwood7 Před 8 měsíci

    Totally awesome video. Great work. Thank you.

  • @josephyoung6749
    @josephyoung6749 Před rokem +1

    I've seen and appreciate Lyapunov fractals for artistic reasons for years, but never knew the idea behind them so thank you for explaining.

  • @VANQUlSHED
    @VANQUlSHED Před rokem +1

    you can imagine my surprise to find such a good video but it's the only one on your channel. more stuff please!!

  • @TheAndreArtus
    @TheAndreArtus Před rokem

    Great work, this was the first of your videos I've seen, but I'm certain to check more of them out. This is, to me, what YT is for. Excellent explanation, high quality presentation: I wish I had this available to me when I first learned about the topic as a youngster.

  • @barbietripping
    @barbietripping Před rokem

    This was the most exciting thing I have watched all year

  • @nezby3945
    @nezby3945 Před rokem +1

    I love the calm nature of this video. I’m a high school student and complicated math videos with lots and lots of equation don’t make sense to me.
    But I understood everything in this video as it was very well explained. Keep it up good sir! :D

  • @MC_Kun
    @MC_Kun Před rokem +1

    This is the best explanation about bifurcation and lyapunov exponent ive seen, wish i knew this when doing my thesis.
    Amazing work

  • @Dr.W.Krueger
    @Dr.W.Krueger Před 8 měsíci +2

    really nice. I wrote a texture shader for this fractal waaay back in the Alias Wavefront days. small memory footprint but horribly slow to compute.

  • @dylanberger8701
    @dylanberger8701 Před rokem +5

    I love that you didn't interpolate results when fiddling with parameters in your demonstrations.

  • @andreaalflavendett
    @andreaalflavendett Před rokem

    Wow, you have done an excellent work! Fantastic explanation

  • @samcavanagh7993
    @samcavanagh7993 Před rokem

    wow this was a very well done and informative video, good job!

  • @ResonanceHub
    @ResonanceHub Před rokem +1

    Awesome video!! I love fractals and specially the logistic map, and your explanations where really well made :) Keep it up!

  • @andrewharrison8436
    @andrewharrison8436 Před rokem +1

    Wow, superb graphics, nice calm narration, very cool maths.
    Really professional production.
    The way the 2 dimensional fractal looks 3 dimensional is just mind boggling.

  • @PowerhouseCell
    @PowerhouseCell Před rokem +4

    Amazing. I can't believe I just found your channel - as a video creator myself, I understand how much time this must have taken. Liked and subscribed 💛

  • @Curbiture
    @Curbiture Před rokem

    Very well presented and beautiful visuals to match.
    Great work!

  • @toasteduranium
    @toasteduranium Před rokem

    I love the way the SOME has brought a renaissance of math content onto CZcams. Thank you.

  • @sumandproduct
    @sumandproduct Před rokem +5

    That was really fun! Thank you for all the nice renders!

    • @desden0va
      @desden0va  Před rokem +1

      And thank you for watching! I'm glad you enjoyed it!

  • @veloopity
    @veloopity Před rokem

    thank you, fascinating stuff and very well explained!

  • @kirawr8064
    @kirawr8064 Před 9 měsíci

    Finally someone who is actually human and doesn’t have a room for recording in complete silence or doesn’t know how to filter background noise
    I kinda appreciate it

    • @desden0va
      @desden0va  Před 9 měsíci

      had to start somewhere :)

  • @invisibules
    @invisibules Před rokem

    Beautiful. And nicely explained. Thank you.

  • @ImMataza
    @ImMataza Před 9 měsíci +1

    Amazing video, very concise.

  • @maximearmand8903
    @maximearmand8903 Před rokem

    I love this video so much! I have not understood a topic faster than your videos 🐙

  • @patrickgono6043
    @patrickgono6043 Před rokem

    Wow, what a great video! I played around with rendering of the bifurcation diagram some time ago, but never heard of Lyapunov. Keep it up!

  • @incription
    @incription Před rokem +1

    Awesome video! Very well made!

  • @edgeblur
    @edgeblur Před rokem

    Fantastic visualizations. Wish all math/physics videos could be like this.Kudos. I Subscribed immediately.

  • @TheDRAGONFLITE
    @TheDRAGONFLITE Před rokem

    This is mind blowing but somehow understandable. Great video!

  • @macronencer
    @macronencer Před rokem +1

    Congratulations, what a great first video! I love mathematical topics, and this held my attention right to the end. Thank you.

    • @desden0va
      @desden0va  Před rokem +1

      I appreciate that, thank you!

  • @procactus9109
    @procactus9109 Před rokem

    Gold content mate, keep it coming :)

  • @noahbawdy3395
    @noahbawdy3395 Před 9 měsíci

    I love all the things that you can find fractals in.

  • @peterdenk6200
    @peterdenk6200 Před rokem

    Amazing! Very well done.

  • @omskar
    @omskar Před rokem +1

    So beautiful video!!! great storytelling

  • @OscarSouth
    @OscarSouth Před 9 měsíci +1

    loved this

  • @il_vero_saspacifico6141

    Incredibile work, interesting, well animated and well explained

  • @hugoboyce9648
    @hugoboyce9648 Před rokem

    Superb video! Thanks for making it

  • @baongocnguyenhong5674
    @baongocnguyenhong5674 Před 3 měsíci

    The very last fractal is so mesmerizing and beautiful that I almost shed tears when I saw it

  • @kubaszyszu1991
    @kubaszyszu1991 Před rokem

    Really well put video, glad it got recommended to me :D

  • @baka6884
    @baka6884 Před 9 měsíci +2

    Subscribed and waiting for your next video❤️

  • @genedalefield
    @genedalefield Před rokem

    This is cool, thanks for explaining it so well.

  • @eleanorblake697
    @eleanorblake697 Před rokem +1

    This video gave me so many new questions about the logistic map and related objects! Also your voice has the soothing cadence of Joe Pera

  • @NoNTr1v1aL
    @NoNTr1v1aL Před rokem +1

    Absolutely amazing video! Subscribed.

  • @GR2dot71GORY
    @GR2dot71GORY Před rokem

    Keep doing what you're doing bro!

  • @negativebudgetproductions4908

    19:30 There are more explanations for the overlapping branches actually. Consider that for a certain starting value of x the same cycle is produced, namely if the starting value for the AB cycle is x0 and the starting value for the BA cycle is A(x0)(1-x0). The two trajectories will be the same, just shifted one iteration. If you use a random starting value as opposed to 0.5 for example then the overlapping branches "diffuse" into each other. This shows that the long term behaviour can depend on the choice of x0. In some cases it may fall into a stable cycle, in others it may fall into a chaotic region. Quite fascinating, isn't it?
    Another observation (that doesn't generalize) is that AB and BA really produce the same plot, just mirrored along the diagonal.
    Very nice video!

    • @desden0va
      @desden0va  Před rokem +1

      yep! that's kinda talked about in the paper linked in the description, it's all about the initial few iterates
      When I made the video I didn't realize that the particular AB→BA example was mirroring along the diagonal as opposed to switching which branch is on top, but I've since learned that for a sequence S, swapping all As for Bs and vice-versa will flip along the diagonal (e.g. AABA→BBAB, BBAAAA→AABBBB, etc.)

  • @johncoppinger2241
    @johncoppinger2241 Před rokem

    I don't know if I really learned that much from this but it was absolutely fascinating. Thanks.

  • @aleacecconi3786
    @aleacecconi3786 Před rokem

    Thanks for the smooth explanation and accompanying graphics! 🙏

  • @animiro_ai
    @animiro_ai Před rokem

    Great Video! Really informative and interesting!
    Please make more videos about this stuff :)

  • @bhavanamusunuri5781
    @bhavanamusunuri5781 Před 6 měsíci +1

    This a beautiful explanation of a topic which is hard to approach. Hope you make more videos on fractal and control theory in future!!

  • @aurelienyonrac
    @aurelienyonrac Před rokem

    Best walkthrough ever 😻

  • @Nymayn
    @Nymayn Před rokem +14

    This was so cool. The subject is awesome, your visualisations are top notch, and you achieved to explain it very well. Maths sure can create beautiful worlds.
    One small tip: you can run your audio recordings through Audacity (which is free), and use the Noise reduction effect to delete the background noise of your mic/room. Instant upgrade in sound quality :)

  • @buh357
    @buh357 Před 9 měsíci

    thank you for creating this video.

  • @zathrasyes1287
    @zathrasyes1287 Před rokem

    Outstanding video explaining the topic very well.

  • @chris.jackson
    @chris.jackson Před rokem

    Good explanation. Keep on giving us good videos. Thank you.

  • @fl7210
    @fl7210 Před rokem

    Great explanation and visualization

  • @nashvillain171
    @nashvillain171 Před rokem

    Excellent presentation!

  • @richardpike8748
    @richardpike8748 Před rokem +1

    This is such a good explanation of the bifurcation diagram and Lyapunov exponent... both of which befuddled me beforehand, but this made it make sense to me

  • @UserAnonymus1995
    @UserAnonymus1995 Před rokem

    Incredible explanation. I'm glad 3b1b started the SoME thing if it lead to this video. Please make more, i love your explanation style and your voice : )

  • @aetherionzephyrim2917
    @aetherionzephyrim2917 Před rokem +1

    Just last class we were learning about Lyapunov equations in modeling linear dynamic systems, & this just showed up in my recommendations... the algorithm is magic 😳

  • @LaGuerre19
    @LaGuerre19 Před rokem +16

    Wow, very well done. Thorough explanations that weren't over the top, nice pacing and intermix of animations. And best of all: beautiful fractals!
    I would love to be able to give someone like Lyapunov computer technology like we have today. I wish that some of the old mathematicians could see their work expressed thusly.
    Keep up the nice work!

  • @machineman8920
    @machineman8920 Před rokem

    Fantastic. Ever since i discovered python i was fascinated by what can you do with self referential loops, i remember plotting chaos of the newton's method for the first time and being in awe about my trashy notebook glued together plot, definitely gonna explore this stuff fiddling with the parameters is always the best part. Thanks!!!!

  • @General12th
    @General12th Před 7 měsíci

    This is really cool.

  • @PawlTV
    @PawlTV Před rokem +1

    Awesome video. Thank you!

  • @baremetaltechtv
    @baremetaltechtv Před 8 měsíci

    awesome video, I love how easy you made this to understand. While I couldn't read the mathematical notation for the functions themselves, you explained it so well I could follow the whole video without feeling lost, and the fractals were some of the most unique I've ever seen. Thank you for your hard work, I liked and subbed, hope to see more of this kind of content :)

    • @desden0va
      @desden0va  Před 8 měsíci

      thank you very much! Lyapunov fractals are very cool, I'm surprised they're not more popular

  • @mehmetedex
    @mehmetedex Před rokem +1

    holy moly sweet ravioly I am inspired thanks to you sir
    respect for your hard work

  • @mliittsc63
    @mliittsc63 Před rokem +1

    thank you. I've seen a lot of presentations about fractals, but never understood what a bifurcation plot was.

  • @ghosthermes
    @ghosthermes Před rokem

    What a powerful visualizer

  • @markfergerson2145
    @markfergerson2145 Před rokem +1

    Lyapunov is IMO underappreciated. I first tripped over his name in reference to planetary system stability in terms of a many body problem.

  • @frankconley7630
    @frankconley7630 Před rokem +1

    Dude. That was so fricken awesome. Amazing amazing video. You created a masterpiece that will be on the internet forever. I am thrilled and so happy i found it. I'll have to watch it more to understand the math but you explained everything beautifully.

  • @jeffreyguilmot8772
    @jeffreyguilmot8772 Před 9 měsíci +1

    This was very informative and extremely well presented and easy to follow - even though the math is not easy at all. The only thing I would have loved to learn was Markus' reason for modifying the logistic map. Great video, I subbed!

  • @MetaMaths
    @MetaMaths Před rokem +2

    This is a solid attempt for what I assume to be your first math video ! The storyline keeps me engaged throughout the presentation.
    I think you should make more videos !

    • @desden0va
      @desden0va  Před rokem +3

      Yep, first video! I definitely learned a lot along the way about the video making process, that's for sure 😅 It was fun though, and I'll definitely make more if I come across another fun topic, thanks!

  • @swag_designs5470
    @swag_designs5470 Před rokem

    This is explained so good thank you

  • @metaljake89
    @metaljake89 Před 8 měsíci

    Thank you for this. To a regular person like me who has trouble wrapping thier mind around concepts like this, I almost understood what was going on!! That's a big deal lol. If I watch it a few more times I'm sure I'd get the whole concept. Definitely a great presentation, very impressive.