But what is the Fourier Transform? A visual introduction.

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  • Опубліковано 25 січ 2018
  • An animated introduction to the Fourier Transform.
    Help fund future projects: / 3blue1brown
    An equally valuable form of support is to simply share some of the videos.
    Special thanks to these supporters: 3b1b.co/fourier-thanks
    Learn more about Janestreet: janestreet.com/3b1b
    Follow-on video about the uncertainty principle: • The more general uncer...
    Interactive made by a viewer inspired by this video:
    prajwalsouza.github.io/Experi...
    Also, take a look at this Jupyter notebook implementing this idea in a way you can play with:
    github.com/thatSaneKid/fourie...
    Thanks to these viewers for their contributions to translations
    Hebrew: Omer Tuchfeld
    Russian: xX-Masik-Xx
    Vietnamese: @ngvutuan2811
    ------------------
    Animations largely made using manim, a scrappy open-source python library. github.com/3b1b/manim
    If you want to check it out, I feel compelled to warn you that it's not the most well-documented tool, and has many other quirks you might expect in a library someone wrote with only their own use in mind.
    Music by Vincent Rubinetti.
    Download the music on Bandcamp:
    vincerubinetti.bandcamp.com/a...
    Stream the music on Spotify:
    open.spotify.com/album/1dVyjw...
    If you want to contribute translated subtitles or to help review those that have already been made by others and need approval, you can click the gear icon in the video and go to subtitles/cc, then "add subtitles/cc". I really appreciate those who do this, as it helps make the lessons accessible to more people.
    ------------------
    3blue1brown is a channel about animating math, in all senses of the word animate. And you know the drill with UA-cam, if you want to stay posted on new videos, subscribe, and click the bell to receive notifications (if you're into that).
    If you are new to this channel and want to see more, a good place to start is this playlist: 3b1b.co/recommended
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КОМЕНТАРІ • 9 тис.

  • @Zubzub343
    @Zubzub343 6 років тому +7630

    Oh man, I've been following your videos for a while and learnt everytime some new ideas but here you just touched my heart. I studied Fourier transforms a while ago, had good exam result and got a Master degreee in engineering. But still, I've always felt that I missed the correct intuition of Fourier transform. I did some research on my side after the class and got a way better understanding. But still, I think you just achieved what my professors and myself never manage to do, that is teaching/understanding correctly the underlying principle. I cannot thank you more for these video and this whole channel, and to all professors here trying to give some vague intuitions with bad drawing on the blackboard, please, redirect your students to this video. The next generation of engineers will thank you later.

    • @3blue1brown
      @3blue1brown  6 років тому +670

      Thanks for taking the time to write such a nice comment. Hopefully, you continue to learn more, there are quite a few great resources on the internet about Fourier Transforms and such (Better Explained has a pretty good one), and I think you'll find many more interesting perspectives and "aha" moments.

    • @ibrahim_akalin
      @ibrahim_akalin 6 років тому +93

      and you just wrote down my feelings in this comment, I'm %100 with you! I've been following people on UA-cam and Twitter that are able to learn and teach in deeper and way more intuitive ways, definitely a better path for lifelong learning. Thank you both!

    • @daggawagga
      @daggawagga 6 років тому +33

      Your comment resonates so much within me. I had never even come close to getting an acceptable intuition about these frequency transforms.

    • @VaderDarth512
      @VaderDarth512 6 років тому +20

      Your the reason i have an A in Calc AB. You make math so fun and interesting!

    • @HonneyC
      @HonneyC 6 років тому +12

      Zubzub343 I was about to right approximately the same comment ! I’m pursuing mathematical studies but it’s the first time in 5 years that I feel I’m getting a good understanding of the way this formula was contrived ! Really had to see it in motion, thank you for that !

  • @cusackprep
    @cusackprep Рік тому +1842

    You sir truly deserve an honorary doctorate - just for this video. Your impact to generations of confused engineering and math students will forever ripple through our society.

    • @aaronlatapi2272
      @aaronlatapi2272 Рік тому +31

      I totally agree, as a very young engineer math and physics had been thought in only repetition but not in the actual application and manipulation we can do with them. How we can play and control math is a topic i find really interesting and in which im very new at it.

    • @nosferato445
      @nosferato445 Рік тому +32

      @@aaronlatapi2272 I taught the Fourier transform 'wrong' for ten years.... until I saw his method. his ability to explain things is ungodly.

    • @JtotheAKOB
      @JtotheAKOB Рік тому +11

      and physicists

    • @howmathematicianscreatemat9226
      @howmathematicianscreatemat9226 Рік тому +6

      @@nosferato445 yes, he has both high IQ, really high empathy and the will to be listening towards others. Fantastic combination 😎

    • @AK-xw2ie
      @AK-xw2ie Рік тому +2

      Fully agree
      A extremely gifted teacher

  • @halihammer
    @halihammer 9 місяців тому +965

    It's crazy how Fourier was able to do this with just a piece of paper and his imagination, while I'm already struggling to follow this masterpiece of a visual explanation

    • @seanriopel3132
      @seanriopel3132 9 місяців тому +100

      And super computers at your disposal. Most people have little comprehension and appreciation for how important and inspired the giants whose shoulders we all stand upon are. The dedication and sacrifice our ancestors dedicated their entire lives to, is without parallel. The one thing they all had in common is a desire for fundamental truths. They were outcasts whose very existence challenged the staus quo. Just because we avoid conflict just to keep things copesthetic doesn't mean it is the proper path forward.

    • @ivoryas1696
      @ivoryas1696 7 місяців тому +17

      halihammer
      Yeah, for some people... "built different" is an _understatement..._

    • @wfps488
      @wfps488 3 місяці тому +17

      The guys bibliography is also insane. Born an orphan, became a mathematician, later traveled with napoleon and become a member of parliament. All while creating the groundwork for a lot of quantum physics. Guy lived one hell of a life.

    • @123deserted
      @123deserted 2 місяці тому +6

      @@wfps488 WHAT? damn, I feel bad about hating the guy when our professor was not even trying to explain the beauty behind fs and ft, I didn't understand them for shit back then, I wanna blame the prof but idk.

  • @raphaelsbr1899
    @raphaelsbr1899 Рік тому +871

    Nobody is ever gonna read this, but i'm literaly mesmerized by the quality and accuracy of teaching this video posseses. It's nuts how well u explain such complicated things

    • @PhilippeSaner
      @PhilippeSaner Рік тому +31

      I read that.

    • @raphaelsbr1899
      @raphaelsbr1899 Рік тому +4

      @@PhilippeSaner i appreciate bro

    • @simonhinterseer9974
      @simonhinterseer9974 Рік тому +10

      didn't read - just clicked thumbs up

    • @raphaelsbr1899
      @raphaelsbr1899 Рік тому +5

      @@simonhinterseer9974 well done soldier

    • @George-gq1ut
      @George-gq1ut Рік тому +13

      Nope, we read it and we agree with you. I have 2 decades of constantly dealing with Fourier, Laplace, Smith chart, I came here for new perspectives. We live a revolution of teaching. Oh boy, I would have love to see this 20y ago.

  • @adamcspanza5986
    @adamcspanza5986 4 роки тому +2219

    The amount of clever someone has to be to discover this stuff is insane

    • @theblinkingbrownie4654
      @theblinkingbrownie4654 4 роки тому +190

      It's not just one person, it's hundreds of amazing people.

    • @nischalada8108
      @nischalada8108 4 роки тому +134

      It’s not so much as to “discover” this stuff, but rather, using models and constructs to simplify the world around them in order to understand what was previously too hard to. These mathematicians were just so eager to see nature unravel in ways that unraveled cool secrets, that everything from calculus to Fourier transforms, etc. were built, rather, out of this curiosity.

    • @AndersAlsDieAnderen9
      @AndersAlsDieAnderen9 4 роки тому +66

      The amount of clever someone has to have in order to explain it in such a simple way! At university my (very good and passionate Professor) took more than 1,5 hours!

    • @NovaWarrior77
      @NovaWarrior77 3 роки тому +10

      I am a newb in the regard of creating math, but I would assume it has more to do with seeing enough relevant constructs and making a small or big leap based on alot of background. By no means do you need to be excessively clever to come up with this stuff, not even have a killer amazing amount of background. I just have come to believe that that's the case.

    • @aurelia8028
      @aurelia8028 3 роки тому +22

      I know rite? Especially in math, physics and chemistry, sometimes I'm just sitting there wondering how on earth people managed to find this or that formula, or realize that there was this connection to that, which makes solving whatever problem 100 times easier. Something I still really don't understand is how astronomers figured out the orbital period, velocity and distance to earth of the different planets just by looking with their _eyes_. I also wonder how on earth Newton actually tested his equations of gravity to find out they were correct.

  • @Kevin-cy2dr
    @Kevin-cy2dr 3 роки тому +1551

    If this lecture was delivered in a class you would surely get a standing ovation.

    • @CaseyAtchison
      @CaseyAtchison 3 роки тому +46

      I'm showing it in my class next week.

    • @akashchoudhary8162
      @akashchoudhary8162 3 роки тому +21

      @@CaseyAtchison Well? What was their reaction?

    • @CaseyAtchison
      @CaseyAtchison 3 роки тому +82

      @@akashchoudhary8162 More than one told me it's the most real science they've ever seen at their school.

    • @MrAlRats
      @MrAlRats 3 роки тому +11

      @@CaseyAtchison So no standing ovation?

    • @overtheworl
      @overtheworl 3 роки тому +2

      @@MrAlRats funny haha

  • @karmapa_TW
    @karmapa_TW Рік тому +324

    After 20 years of graduation, I now realize what I was learning back then. Thank you for your production.

  • @zhenzhaotu8090
    @zhenzhaotu8090 Рік тому +74

    As a math student I cannot believe there is a person can make math concept like this intuitive, amazing !

  • @LordFennel
    @LordFennel 6 років тому +2106

    I'm a first year physics student in the UK. Talking to friends in higher years, I've learnt to dread Fourier Transforms. They are spoken about in hushed tones like a mass genocide in the recent past. I realise this video probably only just scratched the surface of this topic, but I must say how I feel much better informed than I ever could have been by reading a Wikipedia article or even my textbook. Your videos are unique in the way they build up complex concepts from simple ideas in an intuitive, visual way. They are always a treat and have been a fantastic academic supplement in my first term at university. Thank you so much for all your content, 3B1B.

    • @paulschmitz1275
      @paulschmitz1275 6 років тому +47

      Just wanna echo that spirit. Has been a tremendous help to me to, even though my subject area is economics not pure maths.

    • @NuxTheDragonSlayer
      @NuxTheDragonSlayer 6 років тому +35

      Fourth year Physics/Mathematics student here and I've got to say first few times I did fourier transforms it was a nightmare and I really didn't know why I was doing it. But after just a few times I came to realise that they are much easier than people make out and so infinitely useful. So I wouldn't be put off of anything if it mentions that it has fourier transforms in it.

    • @TAP7a
      @TAP7a 6 років тому +14

      Yo dude, I'm in my 4th year at Manchester, hit me up with all the questions you want about undergrad physics. I can certainly remember how intimidating the whole thing is, so I would be honoured to do anything I can to help you along the path (I've just taken exams in GR, QFT [which is *all* Fourier Transforms basically] and Statistical Mechanics [also contains a massive amount of FTs], so hopefully I've picked up a few things you can make use of)

    • @spiritofnux9105
      @spiritofnux9105 6 років тому +11

      Came here to say the same: I studied in France and I too hated Fourier transforms... until I watched this video; I had no idea it was this elegant! Many thanks Mister 3B1B 🙂

    • @jackkingers
      @jackkingers 6 років тому +7

      I would say if you are confident on pure algebra and calculus, don’t worry about it. If you struggle with the concepts of what spaces you are transforming into, just don’t worry about it. That will come with time and experience. Just crack on with the maths. Worked for me, and I’m doing my PhD in spectral decomposition electromagnetism!

  • @ManjunathMarkal
    @ManjunathMarkal 5 років тому +938

    After 13 years completing engineering , i understood use of Fourier Transforms. thank you sir.

    • @theowleyes07
      @theowleyes07 5 років тому +1

      Correct

    • @AdityaX2703
      @AdityaX2703 4 роки тому +7

      bas formulae ratt ke aoge toh yahi hoga

    • @BharCode09
      @BharCode09 4 роки тому +10

      @@AdityaX2703 What are you doing here? You better stick to Bhuvan Bam! Looks like typo in searching. Do you speak to your mom in that mouth? Yakk!

    • @AdityaX2703
      @AdityaX2703 4 роки тому

      @@BharCode09 and i hate bb and indian youtubers

    • @jaromor8808
      @jaromor8808 4 роки тому +5

      Thanks for saying that. Now I don't feel that much as such an idiot.
      Cheers.

  • @evil-wombat
    @evil-wombat Рік тому +63

    I've been an engineer for over ten years (my roommate was the signals junkie and I was the embedded systems dude) and you are the first person to actually make me understand the derivation behind this thing.

  • @kooljirl161
    @kooljirl161 Рік тому +58

    why is it that I spent tens of thousands of dollars on a engineering degree, and yet these videos do a much better job at teaching me what the math actually IS than any of my professors... Keep up the amazing work!

    • @ronitganguly3318
      @ronitganguly3318 Рік тому +3

      university degrees are basically a business

    • @ttt69420
      @ttt69420 Рік тому

      It's because even someone who has never taken pre-calc can see immediate applications to, say fluid dynamics, with inverse fourier transforms if fluid dynamics is something he/she is into.
      Those are the people that are likely going to use them in research roles or graduate school. Whereas vast majority won't ever touch them in a typical engineering job. It's like throwing out bait to hook one or two students a year.

    • @SakiDG
      @SakiDG Рік тому

      Yeah, my main problem with my degree so far is they teach the pure math... not what it's for. Showing me equations upon equations does nothing for me without a base explanation of the usage.
      People say these videos don't touch on a proper university education, but without this video I had zero clue. Now I can actually understand the lectures and the math 😅

    • @user-mq2lm1tz4z
      @user-mq2lm1tz4z 29 днів тому

      ​@@SakiDGit makes sense they try to make you understand the thing rather than each individual application. As an engineer, the ideal would be that you comprehend it enough to recognize the opportunity to apply it in whatever context it would be useful. However, for that you need a strong and intuitive(without gaps) comprehension of how the math ties to the real world and the comprehension of the Fourier transform nature on top of that. But that's very rare. In general, people really struggle with abstraction, and math's favorite toy is abstraction, to the point of abuse. I would say that abstraction is part of the core of math itself.
      But teaching people math this way is really difficult. Just as it is to teach anything without a bunch of gaps; a bunch of missing links of how things lead to one another. And its also inconvenient, for the system to test that and to basically turn you a basically a master of 10 or 20 subjects or areas. Managing learning is the toughest part of learning anything. The educative systems assures you a lower boundary for how bad is good enough. You get a better chance to get a much richer, faster and leaner learning by managing it yourself, but you also get the chance to screw it up badly; super slow progress or the absence of progress all together, much more and deeper misunderstandings, more gaps in your knowledge, etc.
      I don't have an engineer degree. Nor have I took classes for that, but I consider myself an engineer; for me being an engineer is to understand the nature of things and influence them towards getting what you want or the closest to that.

  • @Capitalust
    @Capitalust 5 років тому +313

    This channel is literally one of the best things that has happened for the mathematics community. Such valuable content.

    • @adityasanthosh702
      @adityasanthosh702 5 років тому

      @Piyush Satti Haven't you been seeing other comments which are recent? And 3B1B channel is growing day by day. I just found this channel a few days ago for which i am very thankful

    • @SuperReddevil23
      @SuperReddevil23 4 роки тому

      True, so true, my conceptual understanding of fourier transform has grown exponentially

    • @LarryMcLarren
      @LarryMcLarren 4 роки тому

      I would go as far to say for me, it is the best channel on yt

    • @rohan1002
      @rohan1002 4 роки тому

      I would also recommend mathologer

  • @MrPlasticsnowman
    @MrPlasticsnowman 3 роки тому +822

    I want to say one thing: Your skill in not only understanding and vocally explaining these concepts is so perfectly complemented by the animations you create that it blows all other resources on this topic out of the water. Even my college professors recommend this video specifically because, and I quote, "I could never create something so masterful that so aptly explains what is going on inside my head." Your skills are a gift to us all! I hope you always find as much passion in creating these videos as I do watching them.

    • @benjaminknudson5997
      @benjaminknudson5997 2 роки тому +20

      It's incredible honestly, 3blue1brown and Sal Khan have made such massive impact; I might need to learn some chaos theory just to try to measure how we have profited as a species from just those 2. I would like to recognize educators in general for their hard work and passion, although, I think we can assess that a few individuals can be attributed a great deal of impact, similarly to say physics. There is a subset of a subset of individuals we can point at who we say have made great contributions, although if you point at them they almost certainly just point somewhere else; a giant standing on giant shoulders perhaps.

    • @alien9000555
      @alien9000555 2 роки тому +3

      He is doing history

    • @aussiedog5221
      @aussiedog5221 2 роки тому +2

      Become a supporter of Grant. I did....after watching his videos for a few years. His math videos are worth a few bucks a month.

    • @yt.abhibhav
      @yt.abhibhav 2 роки тому

      @@benjaminknudson5997 You should include "StatQuest" as well in your list sir

  • @mahxylim7983
    @mahxylim7983 Рік тому +148

    Words cannot convey my gratitude to you with making these videos, you are helping so many people all around the world to see the beauty of math, for what it really is. Thank you. You taught me more than any of my Math teacher ever did.

    • @p337maB
      @p337maB Рік тому +8

      This is not only helping many people to see the beauty of math. People who understand these concepts more intuitively become better engineers, physicists, software developers, ...
      Better teaching creates a better world. I wish there was a 3Blue1Brown for every field

    • @mahxylim7983
      @mahxylim7983 Рік тому +6

      @@p337maB Let's contribute to the society in ways we are capable, and eventually more 3B1B will appear. :)

    • @cagedgandalf3472
      @cagedgandalf3472 Рік тому

      @@mahxylim7983 That is true

  • @asciizero1099
    @asciizero1099 Рік тому +45

    This is by far the best, simplest, clearest and nicest explanation on the subject. Thank you so much! You're a hero

  • @willypataponk
    @willypataponk 6 років тому +73

    In 20 min you've explained what my Analysis IV teacher failed to do during a year. You're fantastic!

  • @TheCodingTrain
    @TheCodingTrain 6 років тому +5501

    This video is incredible, thank you!

  • @chrisengland5523
    @chrisengland5523 Рік тому +65

    I remember struggling through the maths of Fourier transforms at university, many decades ago and I've long since forgotten it all, but this video is a very intuitive explanation. I just wish we had had such graphical illustrations when I was trying to understand it.

  • @ameymeher4559
    @ameymeher4559 Рік тому +78

    I almost cried watching this video. Such great explanation! Everyone deserves this

  • @abc7297
    @abc7297 4 роки тому +540

    When you understand the main idea of Fourier Transformation finally in a youtube video instead of in a whole semester in university.

    • @jimjim3979
      @jimjim3979 4 роки тому +7

      It's even better sometimes on UA-cam

    • @orti1283
      @orti1283 4 роки тому +6

      I can relate to that feeling too, but to be fair, it probably finally sunk in because you had built notions and worked with them before despite not understanding them to this level of intuition

    • @marcoottina654
      @marcoottina654 3 роки тому +14

      this video should be proposed in EVERY FUCKING CLASS

    • @johnevon8220
      @johnevon8220 3 роки тому +1

      @@orti1283 good point

    • @crl122486
      @crl122486 3 роки тому +6

      I actually watched this before studying this in uni. For new people, this will shave off about 80 hours haha

  • @gonzalobera96
    @gonzalobera96 6 років тому +242

    Your videos sir, are a gift to humanity

  • @juanrossi3
    @juanrossi3 3 місяці тому +3

    I'm speechless with this work of art. The explanation of the underlying principles is amazingly clever, and the visual production is outstanding. I can't imagine the amount of hours needed to make all of this. It's an honor to have watched your video!

  • @ulasozbent9248
    @ulasozbent9248 Рік тому +3

    It is unbelievable that there is such a simple explanation for the "thing" that the teacher has been teaching for months but left undefined! Congrats sir!

  • @vishnukumar4531
    @vishnukumar4531 5 років тому +517

    This video gives me chills . How could a person come up with such elegant explanations 🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥🔥

  • @macronencer
    @macronencer 6 років тому +2504

    I think you might be the best communicator on UA-cam. This is a flawlessly clear and concise presentation. I'm so glad you are planning to make a sequel too, and get into some other concepts!

    • @47Yeoman
      @47Yeoman 6 років тому +25

      Agree. Agree. Agree.

    • @Duerschaedel
      @Duerschaedel 6 років тому +10

      totally agree!!

    • @sanket7402
      @sanket7402 6 років тому +6

      Yeah! Agree..

    • @46pi26
      @46pi26 6 років тому +9

      This should be a template for all comments on UA-cam. It's perfect.

    • @brewbrewbrewthedeck4138
      @brewbrewbrewthedeck4138 6 років тому +4

      Now now, let's not exaggerate.

  • @thehumbleworldtrotter691
    @thehumbleworldtrotter691 Рік тому +5

    If I had had a chance to look at your vdo 30 years back during my electrical engineering classes, I would have fully grasped what I actually completely lost back then. My goodness, your explanation and graphich presentations are unmatched by anyone on this planet.

  • @snehadash7117
    @snehadash7117 2 роки тому +3

    I love how lucid and elegant and visual 3b1b videos are...How each step is derived from the previous one and how we build up to the final result from almost absolute zero through a very intuitive and systematic sequence of steps❤
    We are blessed to have this channel
    Loved every bit of this video's brilliance!

  • @miiortbiiort4610
    @miiortbiiort4610 3 роки тому +5667

    Funny how we pay loads of money to learn this stuff at university, yet we all still come running to free online video lectures because no professor can match them in terms of quality.

    • @vapourmile
      @vapourmile 3 роки тому +465

      I was just thinking about how the reason I dislike this kind of UA-cam channel is for the same reason I dislike other similar channels, such as Veritasium, Numberphile, SmarterEveryDay and VSauce. The trouble is, you aren't really learning anything.
      In University it usually takes a long time and you have to start from the foundations and work your way up through the rungs one by one until you arrive at the point where you can follow what you've learned into the workplace and do it professionally.
      This kind of channel uses the "wizzbang" or "wow" approach of endlessly cherry picking isolated curios and well known and popular but poorly understood ideas.
      In University after this you would be tested by having to produce maths or write programs which use what you've learned to show you can. You don't get that here and it's my guess almost nobody who watches this video goes on to actually sit down and write their own FFT. In the end, you just add it to your store of useless information.

    • @miiortbiiort4610
      @miiortbiiort4610 3 роки тому +935

      @@vapourmile Actually, I got to disagree with you on that one. I think you misunderstand the goal these types of channels have in mind. They aren’t academically ‘rigorous’, because such long-winded video’s would only be watched by those already schooled in physics/mathematics. The aim is to help conceptualize idea’s and inspire people to investigate for themselves. The importance of communicating science to the general public is something that’s often overlooked.
      As for 3B1B, I actually did learn something from this video. My university did nothing to provide me with a good concept behind Fourier transforms. Basically, I was handed a 10 page document with all sorts of mathematical wizardry going on, so that by next lecture they could use Fourier theory. I might have kinda understood the derivations, but I missed any visual intuition as to why Fourier transforms worked. After watching this video I went back to that document and it made a lot more sense.
      I believe many people just end up memorising the formula’s, without much understanding. It’s a lot harder to find new applications for a theory if you don’t really understand where it comes from and what makes it work.

    • @petermarsh4578
      @petermarsh4578 3 роки тому +198

      @@vapourmile I mostly agree with you here. The aim of the videos isn't to give a deep understanding, but to give the viewer a neat intuative sense of what's involved in the topic.
      However, I love these channels! It makes these difficult topics accessible for, well, anyone.
      And in my case, I often come to these sorts of channels to supplement my academic learning. I find lectures to be quite dry and difficult, but when I combine that rigorous understanding with this intuative understanding, that's when I'm most easily able to work with and exercise these ideas!

    • @henokhsihotang9291
      @henokhsihotang9291 3 роки тому +155

      ​@@petermarsh4578 Exactly, people often think that this is all formal academic course teaches you and say "school and college bad!!!". Videos like these are meant to explain the bigger picture of a subject, not to replace rigorous academic study of it. At best, these are meant so that the general public understands more (not all) of the topic, and as a "companion" for those studying it in an academic institution.

    • @Happyduderawr
      @Happyduderawr 3 роки тому +43

      i had some excellent professors, however it doesn't really matter too much if the professor is bad or not since learning math takes a ton of self study anyway. The people complaing about bad proffesors may have valid criticisms, but when you do research you're basically on your own and it doesn't really have much of an effect on your education, though all your colleagues will be massive math nerds.

  • @beenaplumber8379
    @beenaplumber8379 3 роки тому +309

    I'm a retired neuroscientist and now a part-time middle school teacher. I teach digital music production, and I rely heavily on Audacity software in my class. The noise reduction algorithm relies on Fourier transforms (which I have never understood adequately), and this video has helped tremendously! Thank you so much! What an intelligent way to reduce unwanted noise! Far better than a simple noise gate. Nice to finally understand the way it works. Sorta...

    • @ahreurink
      @ahreurink 3 роки тому +6

      Don't you use fourier transform in interpreting EEG in neuro science?

    • @beenaplumber8379
      @beenaplumber8379 3 роки тому +20

      @@ahreurink In my research, I never used EEG readings. I know they do use a complex noise reduction algorithm, and I'll bet it is the fourier transform. My work involved more of the molecular biology and behavior, and my labs mostly used animal models. Getting an EEG reading on a poor little mouse is not easy.

    • @MadScientist267
      @MadScientist267 3 роки тому +1

      Until you end up with the NR gurgles lol

    • @LunizIsGlacey
      @LunizIsGlacey 2 роки тому +3

      @@ahreurink Wow, neuroscientist to digital music middle school teacher is not a career path I would’ve guessed! Your interests and skills must be very diverse.

    • @kidzbop38isstraightfire92
      @kidzbop38isstraightfire92 2 роки тому

      They teach digital media production in middle school? That seems so niche lol

  • @sudoLife
    @sudoLife 6 місяців тому +1

    The way you connect the concepts is so amazing! I can't even begin to imagine how much effort you put in your own education.

  • @Turbomachinsky
    @Turbomachinsky 9 місяців тому +2

    Absolutely, positively, the most stellar and intuitive introduction to Fourier transforms I have ever seen.
    You have far better explained, in just 20 minutes, what my uni lecturer ever could in a semester back in the day.

  • @trottsky87
    @trottsky87 6 років тому +26

    I am an electrical engineer and I studied Fourier Transforms in university and remember not understanding how it works. In my job I actually use Fourier Transforms to view the frequency domain, but again tools calculate it for me. When I viewed this video, it was the FIRST time in my life I finally understood how Fourier Transforms work! I absolutely love this video! Awesome job!

  • @erikziak1249
    @erikziak1249 6 років тому +92

    This is one of the highest quality content on UA-cam.

  • @winterbird4069
    @winterbird4069 2 роки тому +24

    I’m into my third year of one of the most prestigious programs at one of the most prestigious universities in my country, and even there they fail to simplify the core concept as well as you do. The visuals and examples you give are 100x more comprehensible than what my profs have tried to explain. Thanks for helping educate the world in a better way :)

  • @RedLamentations
    @RedLamentations Рік тому +1

    I wish I could express how thankful I am to you in a way that is more than just words. You have continued to provide free, quality content that has helped me to understand so many concepts in my engineering classes, and in most cases you’ve done a better job in an hour than the professors have done in a months worth of classes. From the bottom of my heart, thank you

  • @umair5602
    @umair5602 2 роки тому +1187

    7:07 I just realized the reason it's giving a big spike at the zero frequency. When you move the frequency graph up, you're basically adding in another wave with a frequency of 0. The fourier transform still works

    • @mahxylim7983
      @mahxylim7983 2 роки тому +44

      You're right!!

    • @Zylarlander
      @Zylarlander 2 роки тому +60

      Woah, great insight

    • @victorwilburn8588
      @victorwilburn8588 2 роки тому +100

      Yep, good point, it's the "DC coefficient", as we would call it in the context of the Discrete Cosine Transform (similar in concept to the Fourier transform) that is at the heart of MPEG video compression (though I'm sure that term is used in other contexts as well). As opposed to the "AC coefficients". Borrowing terms from electronics.

    • @Vancuum
      @Vancuum 2 роки тому +37

      Look into the Dirac delta function. It turns out that the fourier transform of a constant is the aforementioned function. Your realization is more profound than you realize!

    • @mjolnirswrath23
      @mjolnirswrath23 2 роки тому +1

      @@victorwilburn8588 correct you want a pure DC waveform molecular Attenuation Field Density , AC hum " 60 Hz "
      Thus why in order to activate TRUE NMRFA of molecules you have to use Pure source of DC energy Alternating Current " Hum "contaminates a pure Sine wave frequency.. US War department R&D 1946 Infrasonic Waveform Weapons technology.

  • @mokopa
    @mokopa 6 років тому +111

    I often wish youtube had a better way of indicating HOW MUCH I like a video. This one would have scored high.

    • @franciscofarias6385
      @franciscofarias6385 6 років тому +7

      yeah, by youtube standards i liked this video and the one with the rat taking a shower equally

    • @briancooke1906
      @briancooke1906 6 років тому +1

      right! If I click like really hard, it just likes.

    • @Israelpwn
      @Israelpwn 6 років тому +6

      About 8 years ago, YT had a 5 star ranking system. I preferred it a whole lot more.. However, that meant you couldn't save the video in a "liked" list unless you favourited it.

    • @AaronRotenberg
      @AaronRotenberg 6 років тому +1

      Mikky They got rid of the five star rating system because the vast majority of ratings were either one star or five stars. People are hesitant to give a "bad" (read: less than five stars) rating to anything that has no significant flaws, even it is fluff rather than solid content.

    • @SeraphimKnight
      @SeraphimKnight 6 років тому

      Remember when youtube had star rating for videos? I always like that system better.

  • @NandhiniChandramoorthy
    @NandhiniChandramoorthy Рік тому +5

    What an elegant explanation! I wish someone had taught me the concept of Fourier transforms with such clarity when I was an engineering undergrad . Leaving aside the excellent visualization for a moment, just this insightful way of looking at fourier transform- winding frequencies and all, makes it understandable finally. You, sir, are truly a genius !

  • @maitenoda1730
    @maitenoda1730 2 роки тому +1

    I'm stunned by the clarity this video brought me. Thanks so much for puting materials like these in a free platform. Your didatics is amazing. Congratulations!!

  • @IceMetalPunk
    @IceMetalPunk 6 років тому +179

    I somehow managed to get a computer science degree without once learning about Fourier transforms (though I narrowly avoided them several times). I'm not sure how I did that. But watching this video, they make complete sense! So often, "complicated" math concepts are taught purely symbolically, but understanding *why* they work, from the ground up, is extremely important -- and, for me, it's the thing that makes math fun!
    I guarantee I won't remember the details of this in a few months unless I watch multiple times, but if I ever run into a need for Fourier transforms, I also guarantee I'll be thinking of this video to figure out what I need to do :) So thank you :)

    • @dp0813
      @dp0813 6 років тому +3

      IceMetalPunk Explain it to yourself a few times after watching the video a few times, then explain it to others so they also see the big picture. That is one of the best ways to learn it. 👍😊

  • @simonblaha
    @simonblaha 4 роки тому +313

    1:50 Seeing a mathematical representation of a Dminor7 chord is all my jazz-mathematician soul ever needed.

    • @androidiscool7437
      @androidiscool7437 4 роки тому +12

      ♪ D minor 7 with 3 Blue 1 Brown ♪ - D F A C Intensifies

    • @calyodelphi124
      @calyodelphi124 3 роки тому +9

      I just came back to this video again after a year or so just to re-watch it because thanks algorithm, and I came down into the comments to make this exact same comment only to find this one. :D

    • @Alex-ud6zr
      @Alex-ud6zr 3 роки тому +1

      I take it you enjoy the Black Saint and the Sinner Lady then?

    • @calyodelphi124
      @calyodelphi124 3 роки тому +2

      @@Alex-ud6zr I'm not terribly well-versed in specific jazz artists/bands, unfortunately. I've just had a few years' worth of band experience in high school and subsequent music theory osmosis vis a vis Adam Neely more recently. ^^;

    • @Alex-ud6zr
      @Alex-ud6zr 3 роки тому +1

      ​@@calyodelphi124 Coolio. Well, if I have but 1 album to recommend, it would be The Black Saint and the Sinner Lady as it 1. fits the description, and 2. across the 2000 albums of which I have listened to and logged, it stands as the most perfect representation of music that I have personally ever had the pleasure of listening to. :>

  • @xavierbolivar-hazboun1347
    @xavierbolivar-hazboun1347 6 місяців тому

    I've been coming back to this video every couple of years as I get through my university career and makes more sense everytime. Cheers!

  • @lucasfreitag9794
    @lucasfreitag9794 Рік тому

    Genius analogy ! I often rewatch your videos to freshen up my intuition. It is so nice to have your animations and ideas to better understand difficult concepts taught in University.

  • @vaibhavtiwari8700
    @vaibhavtiwari8700 5 років тому +519

    "chaos and chaos and chaos chaos chaos, and whup things line up pretty nicely" *repeat*
    -- My life

    • @GubeTube19
      @GubeTube19 4 роки тому +5

      I read this comment exactly at the same time he said it in the video lol

    • @emilandersenaudio
      @emilandersenaudio 4 роки тому

      love the WHUP

    • @TaborPrzemyslaw
      @TaborPrzemyslaw 4 роки тому

      If you think about it, events in life are kind of like different frequencies that sum up

    • @980616
      @980616 3 роки тому

      Good one!!

  • @fosheimdet
    @fosheimdet 3 роки тому +85

    It's hard to overstate how valuable your videos are. They breathe life to difficult concepts which are often just presented without any motivation/explanation and expected to be taken for granted.

  • @ruaraidhmcdonald-walker9524
    @ruaraidhmcdonald-walker9524 6 місяців тому

    Beautifully done. Went looking for a simple way to explain this to younger engineers who can use it but don't "feel it" and you sir have just nailed it. Perfect.

  • @AdityaSharma001
    @AdityaSharma001 2 роки тому +3

    I just cannot express how amazing your explanations are, because that praise will still be less. So I just want to thank you a ton for helping us and making a better knowledgeable future.

  • @stkyriakoulisdr
    @stkyriakoulisdr 6 років тому +141

    From Neural Networks to Fourier Transform to Linear Algebra and Calculus... A Like is not enough really for all the work you are doing

    • @markfisherectuals
      @markfisherectuals 5 років тому +7

      sponsor them on patreon, it'd really help them, and us, in making more of these beautiful videos, more often.

    • @7gamezone
      @7gamezone 5 років тому

      SOOO TRUE!!!!!!!!!!!!!!!!!!!

    • @sahandsoltanieh5186
      @sahandsoltanieh5186 5 років тому +1

      I confirm that :)

  • @rdhunkins
    @rdhunkins 6 років тому +11

    Thank you for this! I have a BS in engineering, an MS in Computer engineering and none of the math, or signal processing classes I've taken explained this in several semesters as clearly as you did a few minutes. It all makes sense now. I finally get it. Bravo! Standing Ovation!

  • @danishali8335
    @danishali8335 Рік тому +3

    Brother, You deserve an applause, because of the Explanation and the Modeling of the video. I really appreciate your work, and all of us are thankfull to you, God bless you

  • @kaejolie
    @kaejolie Рік тому +4

    I have a PhD in Engineering and I never had a teacher explaining Fourier transform so intuitively. We have been defrauded by the academic institutions. Also, I have not seen a textbook explain this concept so elegantly like you did. I want my money back!

  • @wvvwkx
    @wvvwkx 6 років тому +101

    I'm studying engineering and I've been passing exams like calculus and acoustics where the concept of Fourier Transform (and Laplace too) should be well understood. But nobody ever explained it clearly or tried to, they just gave us the formula for the series and that's it, we basically had to accept it blindly. Researching on my own just gave me back analytical processes to get to the final integral, but without explaining the meaning of each step and just putting even more confusion in my head. I also like to make music so I've been playing around with equalizers and the like for a long time and I ended making up my own idea of how the frequency analysis actually works. But now in just 20 minutes you managed to fill one of the biggest gaps in my knowledge and I'm so happy you made this video, like from 14:29 on I really started seeing rainbows all around lol. Thanks a lot for this vid, I can't wait for the next ones

    • @emmanueloverrated
      @emmanueloverrated 6 років тому +5

      Same experience as yours. I had to accept the transform without understanding what was the thinking process of M. Fourrier. Pretty sure he was teaching it that way, when alive.
      Upper grades in mathematics would be much more interresting with explanations like these. Professors are lost in the abstractions and have lost (or never had?) the art of transmitting the knowledge.

    • @Ayplus
      @Ayplus 6 років тому +1

      wwwKx same here buddy

    • @Ayplus
      @Ayplus 6 років тому

      Truth

    • @elherediaenc
      @elherediaenc 6 років тому +1

      Truth has been spoken here! This video is helping me to understand Computational Photography concepts (Processing,etc...)!

    • @tricanico
      @tricanico 6 років тому +1

      jshowa o maybe it's important to read a little bit of Shakespeare here and understand we are humans
      After going through that, i believe it's important to understand stuff for the future of humanity, don't you find it odd that math is taught so badly? And that people that studied math a couple hundred years ago not more were chased and burnt to death? Something's going on here. But even more practically: don't you think that when you understand stuff you just are faster and better doing everything?

  • @poojanpatel2437
    @poojanpatel2437 6 років тому +6

    You should get Nobel prize for your teaching skills. Mind-blowing...

  • @trenvert123
    @trenvert123 9 місяців тому

    The way you explain it makes it much more interesting. I went from wanting to know what it is, and not getting a good definition from Wikipedia, to wanting to create one myself. Thanks!

  • @101_huzefajohar7
    @101_huzefajohar7 2 роки тому +2

    I can’t express in words how grateful I am to you for helping me clearly understand and visualise the logic and derivation of such a comlplex mathematical topic.
    Youre really doing an incredible job! There is no comparison of the quality of third class education given to us in Indian colleges and what amazing content you are giving for free!

  • @softwarefac
    @softwarefac 6 років тому +6

    Every lecturer in my life has failed to learn me what Fourier transforms is but you did it in just 20minutes. Amazing!

  • @Shaparder
    @Shaparder 3 роки тому +199

    Words can't even describe how incredible this video is. It literally made made me tear up of joy. You are the best teacher ever, period.

    • @TheLoukas77
      @TheLoukas77 2 роки тому +9

      I am moved too, I just cant believe I finally got intuition for something I'm striving to understand for years in just 20minutes.

    • @yasminebelghith6741
      @yasminebelghith6741 2 роки тому +13

      This isn't the way I pictured someone crying because of math

  • @orangeheartguy
    @orangeheartguy 3 місяці тому

    I absolute love how you represent these complex mathematical ideas with such beautiful illustrations. I also appreciate the touch of explaining a concept you know people might be confused by taking time to explain all the components, especially when you were talking about the winding of the signal around a circle. I also appreciate how you break down the formulars by building the understanding of the viewer first then, like building blocks reconcile all that has been taught.
    I literally search for your channel + the topic name when I want to get a beautiful understanding of mathematical concepts. Thank you for all you do. I'm very sure a lot of college students like me deeply appreciate you. The fire of my love for math burns brighter after your videos.
    After watching this, I'm definitely going to check if you have one on z- and Laplace transforms.

  • @J-jl2ec
    @J-jl2ec 11 днів тому

    The best, simple, easiest, and valuable video I've ever seen on Fourier Transform! Of course I had learned it from the class ,as a university student, but the professor taught us literally based on 'the formulas', didn't have any idea of give them 'a life'. This channel did it and now I want to say thank you over a hundred times to those who contributed to this video!

  • @MisterMcHaos
    @MisterMcHaos 6 років тому +384

    Sometimes - just *sometimes* - one needs access to a "double like" button.
    Well done, 3B1B.

    • @Renanbmx123
      @Renanbmx123 6 років тому +2

      I agree my friend !!!!

    •  6 років тому +9

      In this special “sometimes case” I would be tempted to hit that double button multiple times.

    • @zbzb-ic1sr
      @zbzb-ic1sr 6 років тому +3

      I wish grant had a video on tensors, been browsing the internet and I can't get an intuitive feel on tensors.

    • @HattoriHanzo62
      @HattoriHanzo62 6 років тому

      Yep, one per turn :-)

    • @oafhauohguoihgakds5151
      @oafhauohguoihgakds5151 6 років тому +1

      actually on windows you can do it by pressing alt+f4

  • @MrxstGrssmnstMttckstPhlNelThot
    @MrxstGrssmnstMttckstPhlNelThot 6 років тому +48

    Gotta convert numbers to a base with more fours in it. So it's fourier.
    For example:
    Take 12057 make it base 9. Which gets 17476. Then 17476 to base 16 is 4444.
    That number is the fouriest.
    Good job!
    ;)

  • @sdsa007
    @sdsa007 2 роки тому

    This is one of the best visualizations ever! and there was another Shakespearian one you made that is also marvellously insightful about vector spaces, awesome works of educational art!

  • @azursmile
    @azursmile 2 роки тому

    This video really helped me out of a bind where I was expected to understand FT with hardly any intro. Thank you so much!

  • @Pear.Jerry.
    @Pear.Jerry. 6 років тому +10

    I study Applied Mathematics and I think of myself as of someone knowing quite a bit of mathematics and also (from what others say) having some sort of skills in transferring this knowledge in a pretty understandable way to other people. But compared to you... Well - YOU ARE SIMPLY A DIDACTIC GENIUS! The whole 'scenario' of each episode, the way you move from the things which are very easy towards the more difficult ones, the examples that you pick, the interpretations that you find, the visualizations... Each video is just a mathematical masterpiece! Thank God there was a moment in your life when you thought that your mission is to show the people the beauty of maths on UA-cam. I cannot think of anyone doing it as good, as you do. :)

  • @RandomMusingsOfLowMelanin
    @RandomMusingsOfLowMelanin 6 років тому +42

    THIS IS SO BEAUTIFUL

  • @mostafaabdein459
    @mostafaabdein459 2 роки тому

    Dude, Your work is so great that it seems almost impossible to me, you manage to simplify the most complex concept to a degree that was -for me- unimaginable, great job

  • @teachies902
    @teachies902 Рік тому +2

    this is awesome!! i've been working on a project involving decomposing waveforms into their harmonics, and these videos clear up so much.

  • @bane937
    @bane937 6 років тому +94

    This is priceless!!! This simply can’t be found in any book! Thank you for the time put in for sharing these beautiful ideas!! :)) Best regards!!

    • @wise_fool
      @wise_fool 6 років тому

      Branislav J precious*

  • @ilovenomorepoetry
    @ilovenomorepoetry 2 роки тому +28

    I'm just a musician wanting to understand more about sound...haven't done math since high school...this video was probably the first time I have enjoyed math...ever. Amazing stuff!

  • @Sunny-qe5el
    @Sunny-qe5el 2 роки тому

    I had a hard time understanding "Signals and Systems" with Fourier Transform for frequency domain representation of signal.
    But, everything is so clear now. I am so grateful to have found this video.

  • @eicydee3212
    @eicydee3212 Рік тому

    These videos are amazing, thank you!
    Heard about all these topics in lectures while studying, but never really understood them, managed to pass the exams anyway, got my degree and never needed this math again.
    And these videos make me really understand how these things work and how everything just lines up if one looks at it with the proper mindset. Really a blessing for today's students and everyone who is just interested in it.

  • @AleksandarBosakov
    @AleksandarBosakov 6 років тому +9

    15 years ago I was a chemistry student and I had to take exams on linear algebra and calculus. And I specialized in spectroscopy. That was a long time ago, now I'm in another sphere - computers, and I've forgotten a lot of details, though not the basic concepts. Let's just say, your videos made me connect a lot of dots in my mind. Incredible work, man. See, it did happen for me to teach - there was a schoolgirl next door, whom I sometimes helped with the lessons. Once she told me that she gets higher grades if I explain the lesson to her and that I was born for a teacher. Yet it's guys like you, that I take my lessons from.

  • @Quasar.Chaser
    @Quasar.Chaser 2 роки тому +23

    I was going to read and learn about Fourier transforms to answer one of my assignment problems. But then I thought "Hmm maybe 3blue1brown has a video on fourier transforms that can help me get the intuition for what I'm about to try to learn" and voila, here I am and I sure am glad about making this choice. Incredible explanation as always! Grant, you make me want to keep learning more and more math!

  • @buh357
    @buh357 2 роки тому

    Honestly, I watched for around 3 minutes and was already blown away by your explanation. WOW.

  • @KaylixYT
    @KaylixYT 6 років тому +22

    The work done in these videos is really some of the most encouraging, and pragmatic use of the Internet.

  • @kin_1997
    @kin_1997 Рік тому

    Beautifully explained, second time watching the video and its starting to make sence, will be back again to further try and grasp the concept just as intuitively you make it seem to be. Your effect is forever appreciated 3B1B.

  • @PiechureQ
    @PiechureQ 2 роки тому +3

    Gościu, świetny film. Genialna reprezentacja całego procesu. Dzięki

  • @stonail665
    @stonail665 6 років тому +25

    Give this guy a Fields Medal for discovering the best way of teaching Mathematics.

  • @dl0.0lb
    @dl0.0lb 6 років тому +6

    Dang - I stopped taking math in 10th grade after my AP Math teacher took me out of the program because I didn't like doing all the extra homework. After going to school for music but becoming a programmer, I continued to learn more advanced math as needed. I've had random times where I've used the Fourier transform, but never really understood it or why it worked. This made it crystal clear and it feels good to fully understand what is going on both conceptually and in the notation. Thanks a ton for your time putting this together.

  • @vincentleone1833
    @vincentleone1833 Рік тому +36

    Outstanding Presentations! You were born to teach.

  • @Samuel_Peer
    @Samuel_Peer Рік тому

    What a great video! It is very impressive that you have managed to make such a suffisticated topic this intuitively understandable and alongside with great visualisation and slow progress this tutorial video is the best one I have seen up to now. Thank you and congratulations on this great video.

  • @damianjurkiewicz3312
    @damianjurkiewicz3312 6 років тому +6

    I have Master degree of mechanical engineering and your videos helps me a lot truly understand math and physics. Thank you so much. Your brain is beautiful.
    Now I see that complex numbers nad FT it is just smart mathematical tool.

  • @BecozPro
    @BecozPro 6 років тому +6

    Honestly as a maths student in my 3rd of 4th year, watching your videos reignites my passion for it. Thank you, you're doing a genuine service to us all :)

  • @66yozgattandrkebap48
    @66yozgattandrkebap48 2 роки тому +2

    Very enlightening. You are one of the most helpful youtube channels out there, thank you a lot.

  • @emanabdelhaleem7561
    @emanabdelhaleem7561 13 днів тому

    I can see how much you love what you are doing only from your voice. This is just beautiful and incredible. Thanks a lot.

  • @purplehippo27
    @purplehippo27 6 років тому +5

    I've had 5 years of undergraduate/graduate maths education and this is the best introduction to Fourier Transforms I've ever seen. Amazing. I must've done a billion Fourier Transforms and I've never seen it explained in this way. Plus the fact that you were able to derive the integral definition in a way that I feel anyone willing to learn it will understand easily is incredible!!! Keep it up man 👌

  • @jayanths8526
    @jayanths8526 6 років тому +5

    Life seems so simple and beautiful when I watch your videos. Thanks..

  • @donlevinson4645
    @donlevinson4645 Рік тому +1

    3b1b, really, you are some type of an angel.
    You fix the irreversible damage that highschool and academics cause you when they "teach" you math in most possible boring and non- intuitive way that there is.
    I cannot imagine the amount of effort you put into these types of videos and I really wonder where YOU studied math in such a way that makes it so clear and second-nature to you.
    Thank you a lot from the depths.

  • @robc3863
    @robc3863 Рік тому +36

    Finally a video that makes FFT understandable to all. Other explanations seem to sink people in math which can make it very difficult to grasp the inner mechanisms. Thank you!

    • @pendari
      @pendari Рік тому

      True, that was some great explanation, especially after in high school being told it would be too complicated to teach, that's why it's not part of the curriculum.
      Little smartass me: it's not FFT, it's the DFT what he's explaining, FFT (or FFTs rather) are AFAIK way more complex.

    • @AMR-555
      @AMR-555 Рік тому +1

      @pendari Little extra smartness: The general idea is Fourier transform, not the DFT (which is Discrete).

    • @heyman620
      @heyman620 Рік тому

      They don't understand it, that's why.

    • @Johan3Gil
      @Johan3Gil 4 місяці тому

      The messiah of Fourier Transforms has come!

  • @pranit9668
    @pranit9668 6 років тому +663

    Oh.. My.. God
    This thing just taught me more math that 2 yrs of Engineering lectures couldn't teach me

    • @johnmichael1594
      @johnmichael1594 5 років тому +23

      taught you MORE than 2yrs of lectures COULDN'T teach you??? what 2 yrs of lectures COULDN'T teach you is almost infinite, so your statement becomes trivial. apparently X yrs of language and composition lectures likewise failed to teach you how to express yourself accurately and precisely. maybe you're just not college material. or maybe you need to learn to think FIRST and only speak afterward, rather than blurting out the first thing that pops into your head.

    • @adam_nasir
      @adam_nasir 5 років тому +86

      Dude... perhaps English isn't his first language. There's no need to insult or put someone down online due to a simple grammatical error.

    • @johnmichael1594
      @johnmichael1594 5 років тому +9

      +Adam Nasir - if you think my comment to pranit was insulting or contained a put down, then YOU are an touchy-feely politically-correct IDIOT. see the difference? THAT is an insult (even tho conditionally true). i corrected a blatant LOGICAL error that had NOTHING to do with the commenter's native language, and everything to do with careless sloppy composition. sloppy speaking (or writing) is the surest barometer of sloppy thinking. also, don't you think pranit can defend himself if he felt the need? aren't YOU the one being condescending by ASSUMING that pranit needs you to butt in and defend his honor? how arrogant and presumptuous, not to mention passively-aggressively insulting to pranit. or are you too "logically challenged" to follow the implications of your post to their inescapable conclusions? dimwit.

    • @blunderbus2695
      @blunderbus2695 5 років тому +37

      +John Michael
      gr8 b8 m8

    • @JoSh-yu6jt
      @JoSh-yu6jt 5 років тому +17

      John Michael You two are having a misunderstanding because judging from the type of answer you both decided to give...
      a) you made logical approach, focusing on the logic problem of the original post, whereas
      b) Adam Nasir interpreted pranit pawar's message a different way by guessing its intended meaning and perceived your message probably as quite blunt.
      Therefore - and this is my perspective and how I interpret the collision of you two - you two may be talking about the same topic but on two different levels.
      Whether or not this conversation makes sense is a whole different question, because we don't know how pranit actually meant his message to be understood. Was he being sarcastic? Was he having a bad day and he used this message to express his emotional situation? ...which btw isn't more than a tiny snapshot of what pranit really thought when he wrote this. Or are we thinking waaaaay too much about all this, because pranit just wanted to express that this video is genius because it explains a complex topic in so little time?
      If the topic is important to you it can help to ask the one who gave a statement, how he/she means it. That helps you understanding whether your thoughts are relevant. Or don't ask, speak your mind and prepare for conflict. ;-)
      Communication is a beast. 🤙🏼^^

  • @dombowombo3076
    @dombowombo3076 5 років тому +115

    I would love to see a video about the Laplace - Transformation.
    I´m very gratefull you are out there making videos about topics I´m often not able to fully understand myself. :)

  • @Mnmunky
    @Mnmunky Рік тому

    This is an unbelievable video, explaining what I leaned a million years ago rote, into actual understandable terms.
    Thank you!
    When my son gets to this point in his math journey, I’m going to sit down with him and we will watch this together.

  • @graceliu7600
    @graceliu7600 25 днів тому

    This is such a clean video! Your voice is so engaging. I actually considered watching your other videos because of how interesting you made this. Maybe I will

  • @opl500
    @opl500 6 років тому +15

    That has to be the best explanation of the Fourier Transform I've ever seen.

  • @xXHelsingGamingXx
    @xXHelsingGamingXx 5 років тому +73

    4 years of college could take a nice slap on the face for not delivering the content to me in this way!!!! Dude you just made my worst fear to my favorite subject!!!!

  • @bibekluitel6113
    @bibekluitel6113 Місяць тому

    Loved the way how you explains and how you go deeper in the relevant field.

  • @marcbeaugeard9441
    @marcbeaugeard9441 Рік тому

    The most brillant explication of Joseph Fourier magic transform I have even seen. Thanks and congratulations !

  • @creepcreepier6082
    @creepcreepier6082 3 роки тому +103

    I can watch it a hundred times and still not get tired of it. I can only imagine how difficult this would have been for me without this kind of explanation

    • @okktok
      @okktok Рік тому

      Because he is overly complicating the concept

    • @skylarkstarsmith3926
      @skylarkstarsmith3926 Рік тому

      I can watch it a hundred times and still not get it. :/ I just do not get this rotating spirograph thing at all.

  • @therealgamer8150
    @therealgamer8150 6 років тому +8

    Oh my lord I though that was gonna be so complicated but it’s so simple! You are a god level teacher.