Simple Explanation of AutoEncoders

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  • เผยแพร่เมื่อ 12 มิ.ย. 2024
  • Join my Foundations of GNNs online course (www.graphneuralnets.com)!
    This video discusses when you might benefit from using Autoencoders and then deep dives into how they work to build your intuition. The idea of "denoising autoencoders" is presented along with ideas for how to use them.
    Mailing List: blog.zakjost.com/subscribe
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    Blog: blog.zakjost.com
    Patreon: / welcomeaioverlords

ความคิดเห็น • 170

  • @vitezslavslavik6662
    @vitezslavslavik6662 ปีที่แล้ว +68

    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 ปีที่แล้ว +99

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

    • @lukevassor7743
      @lukevassor7743 3 ปีที่แล้ว +4

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

    • @lionelshaneyfelt5607
      @lionelshaneyfelt5607 3 ปีที่แล้ว

      good energy

    • @timothykamden9661
      @timothykamden9661 2 ปีที่แล้ว

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    • @samirford7596
      @samirford7596 2 ปีที่แล้ว

      @Timothy Kamden Instablaster :)

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      @timothykamden9661 2 ปีที่แล้ว

      @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 ปีที่แล้ว +65

    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

    • @evanshlom1
      @evanshlom1 10 หลายเดือนก่อน +1

      Mastery

  • @johnspivack6520
    @johnspivack6520 8 หลายเดือนก่อน +6

    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  8 หลายเดือนก่อน

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

  • @jlee-mp4
    @jlee-mp4 5 หลายเดือนก่อน

    Holy shit. Never have I watched a TH-cam 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 🙏

  • @SuperIdo1
    @SuperIdo1 4 ปีที่แล้ว +4

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

  • @jamesr141
    @jamesr141 ปีที่แล้ว +1

    The best AI explainer on TH-cam.

  • @nicelander
    @nicelander 4 ปีที่แล้ว +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 ปีที่แล้ว +3

      That makes my day-thanks for sharing Pétur!

    • @zswag007
      @zswag007 4 หลายเดือนก่อน

      @@welcomeaioverlordsyou have made my day. Thanks!

  • @andrewblyth3776
    @andrewblyth3776 2 ปีที่แล้ว +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.

  • @garethmolw3403
    @garethmolw3403 4 ปีที่แล้ว +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.

  • @jeffreyclem5953
    @jeffreyclem5953 3 ปีที่แล้ว +1

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

  • @haroldsu1696
    @haroldsu1696 4 ปีที่แล้ว +8

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

  • @faisalalsrheed82
    @faisalalsrheed82 4 ปีที่แล้ว +4

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

  • @bhattbhavesh91
    @bhattbhavesh91 4 ปีที่แล้ว +3

    Hey Zak, Thanks for such an informative video!

  • @itsparm6533
    @itsparm6533 2 ปีที่แล้ว

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

  • @saharshayegan
    @saharshayegan ปีที่แล้ว

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

  • @mastayoda01
    @mastayoda01 4 ปีที่แล้ว +9

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

  • @jonathanmcneill4993
    @jonathanmcneill4993 4 ปีที่แล้ว +2

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

  • @toddkaiser9461
    @toddkaiser9461 3 ปีที่แล้ว +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!

  • @bonnie2781
    @bonnie2781 3 ปีที่แล้ว +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.

  • @thelonespeaker
    @thelonespeaker 2 ปีที่แล้ว

    Your voice is soothing
    I feel safe learning anything from this channel

  • @addisonmartin4313
    @addisonmartin4313 ปีที่แล้ว +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.

  • @rohitdatla724
    @rohitdatla724 4 ปีที่แล้ว +8

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

  • @abishek9133
    @abishek9133 3 ปีที่แล้ว

    Wow.... Your teaching has some kinda serenity and calmness. Zen teaching.

  • @Simar2222
    @Simar2222 ปีที่แล้ว

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

  • @mohammadmahdisamei4344
    @mohammadmahdisamei4344 2 ปีที่แล้ว

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

  • @franks_nl
    @franks_nl 3 ปีที่แล้ว +2

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

  • @MohsenaAshraf
    @MohsenaAshraf 3 ปีที่แล้ว +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

  • @MrHeatification
    @MrHeatification 2 ปีที่แล้ว

    Best explanation of an autoencoder on YT, honestly!

  • @ogoshi
    @ogoshi 3 ปีที่แล้ว

    Hands down the best autoencoder explanation! Thank you :)

  • @goelnikhils
    @goelnikhils ปีที่แล้ว

    What terrific explanation of a complex concept. Amazing.

  • @MathPhysicsFunwithGus
    @MathPhysicsFunwithGus 6 หลายเดือนก่อน

    This is one of the best explanations I have seen! Great video!

  • @hackercop
    @hackercop 2 ปีที่แล้ว +1

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

  • @josephinepicot1872
    @josephinepicot1872 3 ปีที่แล้ว +1

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

  • @janzaibmbaloch5484
    @janzaibmbaloch5484 4 ปีที่แล้ว +2

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

  • @henkjekel4081
    @henkjekel4081 11 หลายเดือนก่อน

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

  • @evvolita
    @evvolita 4 ปีที่แล้ว +1

    Great tempo and a clear explanation. Thanks!

  • @iqraqkamal6300
    @iqraqkamal6300 3 ปีที่แล้ว +1

    Calm and Insightful! Thank you so much!

  • @nilsfunk3875
    @nilsfunk3875 3 ปีที่แล้ว +1

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

  • @jayp9158
    @jayp9158 11 หลายเดือนก่อน

    Wow, just wow. This was an incredible explanation.

  • @danial_amini
    @danial_amini 2 ปีที่แล้ว

    You are a life saver Zak!

  • @sathyakumarn7619
    @sathyakumarn7619 2 ปีที่แล้ว

    Concise and detailed. Thank you for the efforts!

  • @sunshinebabe6203
    @sunshinebabe6203 3 ปีที่แล้ว

    Amazing video, visual explanations and content! Love it. Thank you so much!

  • @3rdman99
    @3rdman99 ปีที่แล้ว

    Finally explained by somebody whose English I can understand.

  • @svengunther7653
    @svengunther7653 2 ปีที่แล้ว

    Thanks. This video is amazing.
    So well explained and enjoyable to watch!

  • @mohammadrahmani5786
    @mohammadrahmani5786 2 ปีที่แล้ว

    Unbelievably good. Thank you

  • @AlejandroPimentel
    @AlejandroPimentel 2 ปีที่แล้ว

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

  • @rocku354
    @rocku354 2 ปีที่แล้ว +1

    Excellent explanation! Thanks much!

  • @sm-pz8er
    @sm-pz8er 29 วันที่ผ่านมา

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

  • @satyendrakumarsingh7983
    @satyendrakumarsingh7983 3 ปีที่แล้ว

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

  • @jishnujha2007
    @jishnujha2007 ปีที่แล้ว

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

  • @jarno_r
    @jarno_r ปีที่แล้ว

    This was such an incredibly good explanation.

  • @khadijasitabkhan3443
    @khadijasitabkhan3443 3 ปีที่แล้ว

    Thank you! Got the idea in 10 mins!

  • @ramalingeswararaobhavaraju5813
    @ramalingeswararaobhavaraju5813 4 ปีที่แล้ว +2

    Thank you sir Welcome AIOverlords sir.

  • @Jonathan1028
    @Jonathan1028 2 ปีที่แล้ว

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

  • @yunuskocyigit6681
    @yunuskocyigit6681 4 ปีที่แล้ว +2

    ‪Thanks 🙏 Coolest video of Autoencoders‬!

  • @szymonk.7237
    @szymonk.7237 3 ปีที่แล้ว

    Thank you - best explanation ! Now i understand whats the idea behind autoencoders 🙂

  • @ventacode
    @ventacode 2 หลายเดือนก่อน

    One of the best explanation ever

  • @jonathanmcwilliams6201
    @jonathanmcwilliams6201 3 ปีที่แล้ว +1

    Solid explanation and really good production on video.

  • @RenneAtha
    @RenneAtha 4 ปีที่แล้ว

    Great video, excellent explanation. Thanks so much!

  • @sahilkakkar5628
    @sahilkakkar5628 2 ปีที่แล้ว

    Very Insightful Video, thank you.

  • @lxing490
    @lxing490 3 ปีที่แล้ว

    excellent and insightful explanations of autoencoders

  • @vgreddysaragada
    @vgreddysaragada 10 หลายเดือนก่อน

    Very well explained..Thank you so much

  • @jamespaz4333
    @jamespaz4333 3 ปีที่แล้ว +3

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

  • @JRabba1995
    @JRabba1995 4 ปีที่แล้ว +1

    Subscribed. Thank you for this great explanation.

  • @yegounkim1840
    @yegounkim1840 ปีที่แล้ว

    Great explanation! Straight to the point

  • @realzz6900
    @realzz6900 7 หลายเดือนก่อน

    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.

  • @boira_dani
    @boira_dani 2 ปีที่แล้ว

    Excellent and calm explanation, thanks! :)

  • @vladkizel2370
    @vladkizel2370 2 หลายเดือนก่อน

    great channel! thank you for the awesome explanation!

  • @venkataraghavansolium5423
    @venkataraghavansolium5423 2 ปีที่แล้ว

    Beautiful explonation of autoencoder

  • @rajdeepbiswas8912
    @rajdeepbiswas8912 3 ปีที่แล้ว

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

  • @jaredschmal3347
    @jaredschmal3347 2 ปีที่แล้ว

    Excellent explanation!

  • @jaeseo825
    @jaeseo825 2 ปีที่แล้ว +1

    What a clear explanation! thank you

  • @michaelwirtzfeld7847
    @michaelwirtzfeld7847 3 ปีที่แล้ว

    Clear and concise. Thank you.

  • @BlaineBateman
    @BlaineBateman 4 ปีที่แล้ว +2

    Nicely done, thank you.

  • @bradleywoolf3351
    @bradleywoolf3351 8 หลายเดือนก่อน

    thank you, best explanation yet

  • @harshitsoni2718
    @harshitsoni2718 2 ปีที่แล้ว

    Explanation is on next level 🤟

  • @carlosedubarreto
    @carlosedubarreto 2 ปีที่แล้ว

    amazing explanation, I even understood.

  • @AM-jx3zf
    @AM-jx3zf 3 ปีที่แล้ว

    very calm.very articulate. liked.

  • @raghuvarantyson5423
    @raghuvarantyson5423 4 ปีที่แล้ว +2

    Wahh ! Well Explained by Guruji!

  • @craigmunday3707
    @craigmunday3707 2 ปีที่แล้ว

    Excellent tutorial

  • @wege8409
    @wege8409 2 ปีที่แล้ว

    Nice to see so many people making use of 3B1B's visual engine

  • @wassilanezzar6816
    @wassilanezzar6816 3 ปีที่แล้ว

    You make it easy and clear. subscibed!

  • @JGyanRaj
    @JGyanRaj 3 ปีที่แล้ว

    Just amazing way of explaining

  • @tigranmargaryan8031
    @tigranmargaryan8031 2 ปีที่แล้ว +1

    Your videos are great!

  • @davidfield6317
    @davidfield6317 ปีที่แล้ว

    Excellent video

  • @LakesideRyan
    @LakesideRyan 10 หลายเดือนก่อน

    Very well put, thank you

  • @adarshsharma8039
    @adarshsharma8039 หลายเดือนก่อน

    amazingly explained

  • @matthewyoung3377
    @matthewyoung3377 ปีที่แล้ว

    amazing explanation

  • @shobhitsrivastava9112
    @shobhitsrivastava9112 2 ปีที่แล้ว

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

  • @b.o.e.t.h.i.u.s
    @b.o.e.t.h.i.u.s ปีที่แล้ว

    Great explanation

  • @xuezhao3841
    @xuezhao3841 3 ปีที่แล้ว

    Great video!

  • @milanfaizal
    @milanfaizal 3 ปีที่แล้ว

    Thank you. This is awesome!

  • @yusifaghalar6529
    @yusifaghalar6529 ปีที่แล้ว

    Great job!

  • @osmanyasar9602
    @osmanyasar9602 2 ปีที่แล้ว

    Well done it was great:) thank you.

  • @fanzhang3291
    @fanzhang3291 4 ปีที่แล้ว

    excellent video, well explained

  • @nicholasmarshall7229
    @nicholasmarshall7229 2 ปีที่แล้ว

    This is fantastic.

  • @pietheijn-vo1gt
    @pietheijn-vo1gt 2 ปีที่แล้ว

    Very good video!

  • @MsKakashi2012
    @MsKakashi2012 2 ปีที่แล้ว

    great video subscribed!!

  • @passionatechristianworker
    @passionatechristianworker หลายเดือนก่อน

    very helpful, thank you !