Autoencoders Explained Easily

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  • เผยแพร่เมื่อ 16 ก.ย. 2024

ความคิดเห็น • 79

  • @KillKRT
    @KillKRT 4 หลายเดือนก่อน +8

    Eventually, after 6 useless videos on this topic, I found this one that clearly explains why, what and how autoencoders are doing! Great video! Bravo Valerio!

  • @agenticmark
    @agenticmark 5 วันที่ผ่านมา

    this guy is the real deal folks. i work in ML and have been doing audio for about 6 months. I wish I had found these videos back then. Top notch content here.

  • @avidreader100
    @avidreader100 3 ปีที่แล้ว +14

    I am reminded of my boss asking for a 10 page report, and then asking for a 1 page summary. After some deliberation, he would again ask for expanding the summary to a 3 or 4 page report. What would happen is the important elements would get picked when we reduce and these would be elaborated when we expand again.
    Intuitively one catch would be the error should not be minimized to a very low value. Perhaps we would call that over fitting. The balance may be in how high is the correlation retention relative to data reduction.

  • @mejimix
    @mejimix 9 หลายเดือนก่อน +1

    This channel is gold!. It really helps to understand Ai, and its "convoluted" topics. The terminology really confuses me, but you manage to explain it in a very simple way. Watched 3 videos already ... more to go!

  • @wixor_69
    @wixor_69 3 ปีที่แล้ว +7

    Epic. Just what i was looking for

  • @dhruvmatani7824
    @dhruvmatani7824 ปีที่แล้ว +4

    Valerio thanks so much for putting together such great content and providing insights into Machine Learning concepts!

  • @rajeshpalgp120
    @rajeshpalgp120 2 ปีที่แล้ว

    Don't have any background in CS, but,2 mins into the video and you are so easy to understand.

  • @rafa_br34
    @rafa_br34 14 วันที่ผ่านมา

    Well done! The first chapters weren't beneficial for me but I believe that starting with the basics really helps other people without much of a background about autoencoders in general, it's also quite kind of you to give guidance when someone doesn't know about some topic (activation functions, backpropagation, etc). Althought I can't deny that the later chapters helped clear some questions I had.

  • @omidstudies2926
    @omidstudies2926 ปีที่แล้ว +1

    Thanks for the great presentation that does not make the subject so complex and keep it as simple as possible.

  • @hackercop
    @hackercop 2 ปีที่แล้ว

    27:04 yay, looking forward to watching the next video. Thanks for making this series.

  • @avidreader100
    @avidreader100 3 ปีที่แล้ว +1

    Auto-encoding and de-noising seem to be equivalent to the processes we use for selectively listening to one speaker when in an environment where multiple members are speaking simultaneously.

  • @vladimirbosinceanu5778
    @vladimirbosinceanu5778 ปีที่แล้ว

    I don't know why, but it was so easy to understand it once you made the 2D plane instend of two nodes there. Awesome

  • @cafardine
    @cafardine ปีที่แล้ว

    Well done. Great explanations without being oversimplified

  • @autismo1969
    @autismo1969 ปีที่แล้ว +1

    very well explained, in perfect detail. thanks a lot man

  • @Nunocesarsa
    @Nunocesarsa 3 ปีที่แล้ว +2

    cool! just gave me a research idea x) nice, clear and simple!

  • @Jorge-wf3tg
    @Jorge-wf3tg 3 ปีที่แล้ว +1

    Cool video!! I'm doing a research of speech to speech (voice convertion)

  • @abhinavsaxena7493
    @abhinavsaxena7493 4 วันที่ผ่านมา

    Awesome Video! Explained really very well...

  • @tunestar
    @tunestar 3 ปีที่แล้ว

    Excellent! Can't wait for next video!

  • @pasinduekanayaka8023
    @pasinduekanayaka8023 2 ปีที่แล้ว +1

    Does anyone know how to find what are the important features that are stored in the latent space?

  • @yumenoqiao
    @yumenoqiao ปีที่แล้ว

    Extremely useful and easy to understand 🎉🎉🎉❤❤❤thank you so ooo much

  • @ueakarnviwatpanachat9606
    @ueakarnviwatpanachat9606 3 ปีที่แล้ว

    Love all your videos! Looking forward to the next video from this series :)

  • @gildasorseau9783
    @gildasorseau9783 3 ปีที่แล้ว +2

    Thanks a lot Valerio, I really like the way you explain all of these "non-obvious" stuff !
    I would really appreciate if you could make a video which deal with AEs for Anomaly detection.
    Do you still plan to cover this item, as you mentionned in this video ?
    If so, by when do you think possible to have it ready ?
    Thanks again, and above all : keep on going !

    • @ValerioVelardoTheSoundofAI
      @ValerioVelardoTheSoundofAI  3 ปีที่แล้ว +1

      Thank you Gildas! I intend to cover AEs for Anomaly Detection in a self-contained video / project. Not sure when it'll come out, but it's in the pipeline ;)

    • @manuelmuller-wb3le
      @manuelmuller-wb3le 10 หลายเดือนก่อน

      @@ValerioVelardoTheSoundofAIThanks a lot Valerio! I am new to the field of audio signal processing and especially to AI approaches. Your channel helped me a lot. It was perfect to get an understanding of the whole topic. I am currently writing my master thesis in the field of anomaly detection of engine noise. I wanted to use an autoencoder as an example for the detection. I would therefore also be interested to know whether you are planning a video on this or whether it is already available on your channel. Thank you for the work and time you put into your channel! Keep up the good work! :)

  • @tanyachutani7272
    @tanyachutani7272 3 ปีที่แล้ว

    Best video for autoencoders

  • @pavankumarkhot8521
    @pavankumarkhot8521 2 ปีที่แล้ว

    Awesome!! Best explanation I have ever seen 👏👏🙌😍😍

  • @entertainmenttv2362
    @entertainmenttv2362 ปีที่แล้ว

    Best explanation so far

  • @killersride2108
    @killersride2108 3 ปีที่แล้ว +2

    Great video! I am keen to see the implementation of this.
    What are your thoughts on using GANs to generate spectrograms?

    • @ValerioVelardoTheSoundofAI
      @ValerioVelardoTheSoundofAI  3 ปีที่แล้ว +2

      GANs are also effective at spectrogram generation. I'll definitely cover them at some point in the future.

    • @shivambatra70
      @shivambatra70 3 ปีที่แล้ว +5

      @@ValerioVelardoTheSoundofAI Please conver them. I am waiting for that for over a month now and there is no other channel which cover audio processing as you 😃

  • @franklyvulgar1
    @franklyvulgar1 ปีที่แล้ว

    working on a project that does this in some way right now :) the first thing I thought was, why use random noise when a latent vector would work so much better.

  • @chaimarebah115
    @chaimarebah115 2 ปีที่แล้ว

    I will use autoencoder for speech watermarking I hope you will aborde this subject too and thank you for this awesome videos you are the best

  • @jaytube277
    @jaytube277 11 หลายเดือนก่อน

    Great video Valerio, thank you so much!

  • @peterkanini867
    @peterkanini867 ปีที่แล้ว

    Great explanations! One question though. In the denoising example, how different is using Autoencoders from regular deep learning? I mean, you feed in the audio with the noise and test your results against the clean audio which kind of acts as the label to the data.

  • @tasnimalaref3121
    @tasnimalaref3121 3 หลายเดือนก่อน

    I really enjoyed every secound, it was very helpful. Thank you :)

  • @phuonglethithanh8498
    @phuonglethithanh8498 ปีที่แล้ว

    Thank you for this video. Very easy to understand ❤

  • @saurabhpandey4357
    @saurabhpandey4357 3 ปีที่แล้ว

    please make a video on semi-supervised learning along with practical implementation.

  • @kavinyudhitia
    @kavinyudhitia ปีที่แล้ว

    Oh my!! Your video made a lot of sense!! thanks a lot and subscribed!!

  • @ashokbasnet798
    @ashokbasnet798 3 ปีที่แล้ว

    Very Nice session. Would be grateful if you explain attention mechanism implication.

  • @gustavwahl
    @gustavwahl 3 ปีที่แล้ว

    Great video! When are you going to publishing a video for anomaly detection?

  • @TehCannonMan
    @TehCannonMan 3 ปีที่แล้ว +1

    which loss metric would you use for the deep convolutional auto encoder? cross entropy or RMSE still?

  • @fabioantonini5421
    @fabioantonini5421 2 ปีที่แล้ว

    Great job! Thanks for sharing😊

  • @ahmedanwer6899
    @ahmedanwer6899 ปีที่แล้ว

    It's so cool how one idea like autoencoders can be used in audio, anomaly detection and I think even nlp as well! JVUVICFJ

  • @amcoderipper4116
    @amcoderipper4116 ปีที่แล้ว

    Thanks so much!
    شكراً جزيلاً 😎

  • @saranticha8137
    @saranticha8137 3 หลายเดือนก่อน

    Grazie mille! sei un grande

  • @EngRiadAlmadani
    @EngRiadAlmadani 3 ปีที่แล้ว

    great work sir
    my question is can we use kernel pca as encoder in Autoencoders because as I know it can reduce the dimensions of nonlinear data

  • @juliagarciatorne1712
    @juliagarciatorne1712 ปีที่แล้ว

    Good explanation. Thanks!!

  • @Alig4realz
    @Alig4realz 2 ปีที่แล้ว

    awesome presentation! Subscribed

  • @carlystair5502
    @carlystair5502 2 ปีที่แล้ว

    Great video! Thank you!

  • @aliazak6948
    @aliazak6948 2 ปีที่แล้ว

    At the denoising part, do we always need to have same kind of noise in sound, for AE to denoise it ? For example, can samples with white noise and random noise denoised together ?

    • @ValerioVelardoTheSoundofAI
      @ValerioVelardoTheSoundofAI  2 ปีที่แล้ว +1

      If you have enough samples for different types of noises, you should be good to go.

  • @bansalll15
    @bansalll15 5 หลายเดือนก่อน

    can I make this project if I'm working on macbook m1 without a gpu?

  • @nabeelkoya.a6889
    @nabeelkoya.a6889 3 ปีที่แล้ว

    Great informative video.

  • @arturakobyan4171
    @arturakobyan4171 ปีที่แล้ว

    I can't find video about anomaly detection with AEs(

  • @kirtipandya4618
    @kirtipandya4618 3 ปีที่แล้ว

    Nice job 👍🏼

  • @Shiny_Mewtwo
    @Shiny_Mewtwo 2 ปีที่แล้ว

    Thank you, so helpful

  • @giuseppemastrangelo
    @giuseppemastrangelo 3 ปีที่แล้ว

    Great video 👍🏼

  • @alisaja11
    @alisaja11 3 ปีที่แล้ว

    nice video!!! thank you so much

  • @ritwikamajumdar5967
    @ritwikamajumdar5967 3 ปีที่แล้ว

    Thank you so much

  • @ethiotechnotube7982
    @ethiotechnotube7982 2 ปีที่แล้ว

    can we implement VQ to audio classification with python?

  • @mehrdadkazemi3969
    @mehrdadkazemi3969 2 ปีที่แล้ว

    ty :)

  • @yashjain6372
    @yashjain6372 ปีที่แล้ว

    good

  • @juanestebanflorez2826
    @juanestebanflorez2826 3 ปีที่แล้ว

    Thanks, can you cite your sources? (great explanation. thanks be)

  • @TomerMe
    @TomerMe หลายเดือนก่อน

    Still waiting for the anomaly detection video :(

  • @bluestar2253
    @bluestar2253 3 ปีที่แล้ว

    You still didn't explain exactly how the autoencoder works!

  • @chegevarra1036
    @chegevarra1036 ปีที่แล้ว

    Valerio, can you give me an email? has some important to say/

  • @jeremyuzan1169
    @jeremyuzan1169 3 ปีที่แล้ว

    thank you so much