Simple Explanation of AutoEncoders

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  • Опубликовано: 2 окт 2024

Комментарии • 174

  • @vitezslavslavik6662
    @vitezslavslavik6662 2 года назад +82

    In a world of low quality and overly complex explanations, this is absolutely breath of a fresh air. Thank you for the video.

  • @arvind_purushotham
    @arvind_purushotham 4 года назад +108

    i feel calm when learning autoencoders from this video..u get the content and 10min of meditation :)

    • @lukevassor7743
      @lukevassor7743 3 года назад +5

      This man has the velvet tones of Matt Damon - sound very similar!

    • @lionelshaneyfelt5607
      @lionelshaneyfelt5607 3 года назад

      good energy

    • @timothykamden9661
      @timothykamden9661 3 года назад

      You probably dont care at all but does someone know a trick to get back into an Instagram account?
      I was dumb forgot the login password. I would love any assistance you can offer me

    • @samirford7596
      @samirford7596 3 года назад

      @Timothy Kamden Instablaster :)

    • @timothykamden9661
      @timothykamden9661 3 года назад

      @Samir Ford it did the trick and I now got access to my account again. Im so happy:D
      Thanks so much you really help me out!

  • @yvesboutellier336
    @yvesboutellier336 3 года назад +69

    I am impressed by the way you taught this subject. It's taught and told in a way I haven't seen by other tech youtubers. Very calm, clear, focused - maybe mindful summarizes that feeling like you really care that every word has its meaning

  • @garethmolw3403
    @garethmolw3403 5 лет назад +14

    I like that you made your first educational deep learning video by beginning with autoencoders : videos on neural networks are oversaturated, and many people often forget that before a neural network accomplish a given task, it needs to first find intrisic structures/features which it can rely on without necessarily existing labels (some people anthropomorphize neural network, as a child who can only learn through an adult guidance, materialized by labels), and for me autoencoders offer a perfect illustration of that.

  • @jamespaz4333
    @jamespaz4333 4 года назад +3

    It felt like a movie. I was so involved. Thank you!

  • @bhattbhavesh91
    @bhattbhavesh91 4 года назад +3

    Hey Zak, Thanks for such an informative video!

  • @AngelusNovusU
    @AngelusNovusU 2 года назад

    He is the Joe Pera of Deep Learning :P, this was well explained and almost took all my stress away...

  • @mastayoda01
    @mastayoda01 4 года назад +9

    This is great content Zak, I see a bright future in your channel!

  • @shobhitsrivastava9112
    @shobhitsrivastava9112 2 года назад

    I finally found someone who seems equivalent to Andrew NG or Salman Khan. Awesome explanation.

  • @Jonathan1028
    @Jonathan1028 2 года назад

    Happy to see Hong Kong in the video. (Hong Kong, UK)

  • @nicelander
    @nicelander 4 года назад +20

    Been looking into AutoEncoders for a whole day, to understand them better and how they can be used in Anomaly detection. This is by FAR the best explanation I've come across. Liked and subscribed :)

    • @welcomeaioverlords
      @welcomeaioverlords  4 года назад +3

      That makes my day-thanks for sharing Pétur!

    • @zswag007
      @zswag007 8 месяцев назад

      @@welcomeaioverlordsyou have made my day. Thanks!

  • @sm-pz8er
    @sm-pz8er 4 месяца назад

    That's very informative and well explained video. Great job and thank you.

  • @mohammadrahmani5786
    @mohammadrahmani5786 2 года назад

    Unbelievably good. Thank you

  • @27anshulsd
    @27anshulsd 3 года назад +2

    felt like I just attended an autoencoder therapy

  • @rohitdatla724
    @rohitdatla724 4 года назад +8

    love that, u start off explaining with coffee and some music :D

  • @itsparm6533
    @itsparm6533 2 года назад

    Great video, super clear. Love that you added some applications and that it didn't go too long.

  • @rajdeepbiswas8912
    @rajdeepbiswas8912 3 года назад

    I was looking for this exact channel. Thank you for existing! Can you PLEASE do a video on LSTMs?

  • @johnspivack6520
    @johnspivack6520 Год назад +8

    You have a talent for explaining things well. You're clear, thorough, honest, not a showoff, and patient. Please keep it up. And to the viewers, let's get together to demand this kind of quality from other content producers. Zak shows that it is possible.

    • @welcomeaioverlords
      @welcomeaioverlords  Год назад +1

      That's very kind of you to say--thanks!

    • @yuiitodoro7791
      @yuiitodoro7791 2 месяца назад

      Idk about demanding those services unless we are providing equally deserving stuff back ...like money for eg , this video is very great for something free

  • @ogoshi
    @ogoshi 4 года назад

    Hands down the best autoencoder explanation! Thank you :)

  • @haroldsu1696
    @haroldsu1696 4 года назад +8

    crystal clear explaining the structure of data , which makes me confused for a while . Thank you.

  • @bradleywoolf3351
    @bradleywoolf3351 Год назад

    thank you, best explanation yet

  • @Stormsamancher
    @Stormsamancher 4 года назад +1

    Mann you are the best, thank youu

  • @faisalalsrheed82
    @faisalalsrheed82 4 года назад +4

    By far this is the best video explaining AutoEncoders, happy to found your channel.

  • @SuperIdo1
    @SuperIdo1 4 года назад +4

    Clearly explained, detailed enough to be useful, but not a 1-hour lecture. Subscribed!

  • @toddkaiser9461
    @toddkaiser9461 3 года назад +4

    Great intuitive explanation in a very compact and efficient video! I have watched several AutoEncoder videos and read several blogs and papers -- first time the "why" and what they are good for was explained so clearly!

  • @cocoarecords
    @cocoarecords 3 года назад +1

    what ? what kind of sorcery is this to explain it in such an easy way

  • @janzaibmbaloch5484
    @janzaibmbaloch5484 4 года назад +2

    Great explanation, u were not in a hurry like others. plus, very good color grading.

  • @craigmunday3707
    @craigmunday3707 2 года назад

    Excellent tutorial

  • @andrebarcelos6046
    @andrebarcelos6046 4 года назад +1

    Thanks man.

  • @ekm507
    @ekm507 3 года назад +1

    thank you ❤️

  • @max_ishere
    @max_ishere Год назад

    I get it!!! Aaaaa I finally get it! Thanks so much 🙏

  • @MohsenaAshraf
    @MohsenaAshraf 3 года назад +2

    Very well expalined!!! I got the intuition of autoencoders just in 10 minutes!!! And your voice and background musics are so soothing :D It was great to learn! Hope to see more good videos from you :D

  • @ramalingeswararaobhavaraju5813
    @ramalingeswararaobhavaraju5813 4 года назад +2

    Thank you sir Welcome AIOverlords sir.

  • @abdulrahmankerim2377
    @abdulrahmankerim2377 2 года назад +1

    thanks

  • @martinkunev9911
    @martinkunev9911 2 года назад +1

    it's a helix, not a spiral

  • @jonathanmcneill4993
    @jonathanmcneill4993 4 года назад +2

    Thank you. I've not seen a good breakdown of autoenconders before and didn't quite understand they did. I appreciate this video!!

  • @tigranmargaryan8031
    @tigranmargaryan8031 2 года назад +1

    Your videos are great!

  • @yunuskocyigit6681
    @yunuskocyigit6681 5 лет назад +2

    ‪Thanks 🙏 Coolest video of Autoencoders‬!

  • @urirolls9936
    @urirolls9936 3 года назад

    Fantastic!

  • @flonga2302
    @flonga2302 2 года назад

    Great video!

  • @franks_nl
    @franks_nl 4 года назад +2

    I'm happy to have found this channel. Great explanation!

  • @BlaineBateman
    @BlaineBateman 4 года назад +2

    Nicely done, thank you.

  • @sonubetaa
    @sonubetaa 5 месяцев назад

    Awesome Video

  • @raghuvarantyson5423
    @raghuvarantyson5423 4 года назад +2

    Wahh ! Well Explained by Guruji!

  • @hackercop
    @hackercop 3 года назад +1

    The spiral analogy was very good. You really explained this to me, have liked and subscribed!

  • @朱蔚健
    @朱蔚健 3 месяца назад

    Very good instructional video, even over the wall to see the video, for the autoencoder explained in depth, so that I after a good understanding of the GAN-AAE!

  • @balazssebestyen2341
    @balazssebestyen2341 3 года назад

    Very nice job! You should quit CS and become an actor or narrator at least. :)
    One thing is unclear: I think the x1 trivial sollution can only happen when the embedding vector is larger then the input vector (overcomplete autoencoders), not in your case in the video (undercomplete).

  • @realzz6900
    @realzz6900 11 месяцев назад

    Although this youtuber tried to teach me to understand how the autoencoder works, I was distracted. I was attracted by his gentle way of speaking. I must admit, you are handsome.

  • @JRabba1995
    @JRabba1995 4 года назад +1

    Subscribed. Thank you for this great explanation.

  • @vgreddysaragada
    @vgreddysaragada Год назад

    Very well explained..Thank you so much

  • @bonnie2781
    @bonnie2781 3 года назад +2

    Have to admit I watched a couple sections 2 or 3 times, but autoencoders make a lot more sense now. Just came from another video explaining them and everything seemed to click while watching this one, so thank you! So many applications.

  • @addisonmartin4313
    @addisonmartin4313 Год назад +1

    I really appreciate this video my friend, a lot of my professors speak broken English and it's difficult to learn at times! Thank you for your hard work. Keep on educating.

  • @henkjekel4081
    @henkjekel4081 Год назад

    Man, I love your content. You speak in such a nice way, great presenter, keep it up!:)

  • @vladkizel2370
    @vladkizel2370 5 месяцев назад

    great channel! thank you for the awesome explanation!

  • @ICEBreakup
    @ICEBreakup 3 года назад +1

    Excellent explanation! Thanks much!

  • @josephinepicot1872
    @josephinepicot1872 3 года назад +1

    Really liked your work, clear, chill, good music in the intro 👌

  • @jonsnow9246
    @jonsnow9246 3 года назад

    2:50 Le Americans: What (Hong Kong, Spain) is incorrect?

  • @venkatisampalli1310
    @venkatisampalli1310 3 года назад +1

    NICE

  • @sahilkakkar5628
    @sahilkakkar5628 2 года назад

    Very Insightful Video, thank you.

  • @iqraqkamal6300
    @iqraqkamal6300 3 года назад +1

    Calm and Insightful! Thank you so much!

  • @tomoki-v6o
    @tomoki-v6o 2 года назад

    Did anyone succed to train an auto encoder for his great example of spirals?

  • @nilsfunk3875
    @nilsfunk3875 4 года назад +1

    Wow your videos are great! Super well explained and a ton of fun to watch. Thanks!

  • @jishnujha2007
    @jishnujha2007 Год назад

    such a calming voice and personality, you should also do sleep hypnosis videos

  • @hrsight
    @hrsight 3 года назад +1

    Great Video

  • @carlosedubarreto
    @carlosedubarreto 2 года назад

    amazing explanation, I even understood.

  • @fenglongsong4760
    @fenglongsong4760 Месяц назад

    Thank you for your video. You truly saved my day

  • @jamesr141
    @jamesr141 Год назад +1

    The best AI explainer on RUclips.

  • @jonathanmcwilliams6201
    @jonathanmcwilliams6201 3 года назад +1

    Solid explanation and really good production on video.

  • @preston3291
    @preston3291 10 месяцев назад

    Yo how to graph auto encoders work? Great video

  • @danielatrindade592
    @danielatrindade592 3 года назад

    he sounds like Joe Pera talking good things for sleep 😊

  • @osmanyasar9602
    @osmanyasar9602 3 года назад

    Well done it was great:) thank you.

  • @evvolita
    @evvolita 4 года назад +1

    Great tempo and a clear explanation. Thanks!

  • @parijatkumar6866
    @parijatkumar6866 3 года назад +1

    Nice

  • @HumptyDumptyActual
    @HumptyDumptyActual 3 года назад

    I cant tell if he is a real person or am I watching an A.I.

  • @animeshsinghiit
    @animeshsinghiit Год назад

    I have just one word for you , WOW!

  • @jeffreyclem5953
    @jeffreyclem5953 4 года назад +1

    It's like he's calmly explaining into the fiery chaos of my soul

  • @jaeseo825
    @jaeseo825 3 года назад +1

    What a clear explanation! thank you

  • @ventacode
    @ventacode 6 месяцев назад

    One of the best explanation ever

  • @machinelearning3103
    @machinelearning3103 Год назад

    good job!

  • @khadijasitabkhan3443
    @khadijasitabkhan3443 3 года назад

    Thank you! Got the idea in 10 mins!

  • @andrewblyth3776
    @andrewblyth3776 2 года назад +1

    I was looking for a video to help me with some university stuff and came across this. I was instantly sold when I heard the mighty Elder less than 2 minutes in!! So good.

  • @venkataraghavansolium5423
    @venkataraghavansolium5423 2 года назад

    Beautiful explonation of autoencoder

  • @belalmohamed8249
    @belalmohamed8249 Год назад

    Can you give me slide for study

  • @andrisanx
    @andrisanx 4 года назад

    1:50 This part of your video looks like the video from 3Blue1Brown channel. What software did you use to make this part of video?

  • @passionatechristianworker
    @passionatechristianworker 5 месяцев назад

    very helpful, thank you !

  • @jlee-mp4
    @jlee-mp4 8 месяцев назад

    Holy shit. Never have I watched a RUclips video (let alone on a complex topic like this) and had to *pause* so many times because something that never clicked just blew my mind. If everyone could explain things like you, the world would be a better place. Thank you 🙏

  • @ingenuity8886
    @ingenuity8886 5 месяцев назад

    Can you send the intro of this video by somehow , I really liked the choice of music and the transitions you made.

    • @gibsonemg
      @gibsonemg 4 месяца назад

      The song is "Legend" by the band Elder.

  • @3rdman99
    @3rdman99 Год назад

    Finally explained by somebody whose English I can understand.

  • @satyendrakumarsingh7983
    @satyendrakumarsingh7983 3 года назад

    A great explanation sir. Too great video! I am very much benefitted. Thanks.

  • @shinyshadow1
    @shinyshadow1 3 года назад

    Great explanations! One tip for possible improvement for your vids: place the camera 1 more meter away from you. This way we can also see your gestures (which you already make, but sadly cut out), which help immensely in human communication :)

  • @thepoet82
    @thepoet82 2 года назад

    Your videos are excellent! Also, is your username a reference to the Watson Jeopardy episode?

  • @LakesideRyan
    @LakesideRyan Год назад

    Very well put, thank you

  • @jayp9158
    @jayp9158 Год назад

    Wow, just wow. This was an incredible explanation.

  • @haepari11
    @haepari11 16 дней назад

    Beautiful explanation!

  • @rathinarajajeyaraj1502
    @rathinarajajeyaraj1502 2 года назад

    awesome

  • @mohammadmahdisamei4344
    @mohammadmahdisamei4344 2 года назад

    This was a good video, and I loved cozy and classical them. The content was brief and understandable. Well done.

  • @harshitsoni2718
    @harshitsoni2718 2 года назад

    Explanation is on next level 🤟

  • @MsKakashi2012
    @MsKakashi2012 3 года назад

    great video subscribed!!

  • @saharshayegan
    @saharshayegan Год назад

    This was the best explanation of autoencoders I've seen so far!
    Thank you for the high-quality content!

  • @Simar2222
    @Simar2222 Год назад

    This was a very eloquent explanation and the way you teach makes it easier to understand. Well donoe!