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!
@ValerioVelardoTheSoundofAI
4 ай бұрын
Thanks!
@agenticmark
9 күн бұрын
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
3 жыл бұрын
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
9 ай бұрын
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!
@rafa_br34
19 күн бұрын
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.
@wixor_69
3 жыл бұрын
Epic. Just what i was looking for
@rajeshpalgp120
2 жыл бұрын
Don't have any background in CS, but,2 mins into the video and you are so easy to understand.
@dhruvmatani7824
Жыл бұрын
Valerio thanks so much for putting together such great content and providing insights into Machine Learning concepts!
@hackercop
2 жыл бұрын
27:04 yay, looking forward to watching the next video. Thanks for making this series.
@vladimirbosinceanu5778
Жыл бұрын
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
@avidreader100
3 жыл бұрын
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.
@omidstudies2926
Жыл бұрын
Thanks for the great presentation that does not make the subject so complex and keep it as simple as possible.
@abhinavsaxena7493
8 күн бұрын
Awesome Video! Explained really very well...
@tasnimalaref3121
4 ай бұрын
I really enjoyed every secound, it was very helpful. Thank you :)
@autismo1969
Жыл бұрын
very well explained, in perfect detail. thanks a lot man
@cafardine
Жыл бұрын
Well done. Great explanations without being oversimplified
@yumenoqiao
Жыл бұрын
Extremely useful and easy to understand 🎉🎉🎉❤❤❤thank you so ooo much
@Jorge-wf3tg
3 жыл бұрын
Cool video!! I'm doing a research of speech to speech (voice convertion)
@ValerioVelardoTheSoundofAI
3 жыл бұрын
That sounds interesting!
@tanyachutani7272
3 жыл бұрын
Best video for autoencoders
@Nunocesarsa
3 жыл бұрын
cool! just gave me a research idea x) nice, clear and simple!
@ValerioVelardoTheSoundofAI
3 жыл бұрын
Glad I could help :)
@tunestar
3 жыл бұрын
Excellent! Can't wait for next video!
@ueakarnviwatpanachat9606
3 жыл бұрын
Love all your videos! Looking forward to the next video from this series :)
@ValerioVelardoTheSoundofAI
3 жыл бұрын
Thanks!
@franklyvulgar1
Жыл бұрын
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.
@jaytube277
Жыл бұрын
Great video Valerio, thank you so much!
@pavankumarkhot8521
2 жыл бұрын
Awesome!! Best explanation I have ever seen 👏👏🙌😍😍
@saranticha8137
3 ай бұрын
Grazie mille! sei un grande
@phuonglethithanh8498
Жыл бұрын
Thank you for this video. Very easy to understand ❤
@chaimarebah115
2 жыл бұрын
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
@amcoderipper4116
Жыл бұрын
Thanks so much! شكراً جزيلاً 😎
@kavinyudhitia
Жыл бұрын
Oh my!! Your video made a lot of sense!! thanks a lot and subscribed!!
@entertainmenttv2362
Жыл бұрын
Best explanation so far
@gildasorseau9783
3 жыл бұрын
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
3 жыл бұрын
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
10 ай бұрын
@@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! :)
@gustavwahl
3 жыл бұрын
Great video! When are you going to publishing a video for anomaly detection?
@peterkanini867
Жыл бұрын
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.
@killersride2108
3 жыл бұрын
Great video! I am keen to see the implementation of this. What are your thoughts on using GANs to generate spectrograms?
@ValerioVelardoTheSoundofAI
3 жыл бұрын
GANs are also effective at spectrogram generation. I'll definitely cover them at some point in the future.
@shivambatra70
3 жыл бұрын
@@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 😃
@saurabhpandey4357
3 жыл бұрын
please make a video on semi-supervised learning along with practical implementation.
@fabioantonini5421
2 жыл бұрын
Great job! Thanks for sharing😊
@ashokbasnet798
3 жыл бұрын
Very Nice session. Would be grateful if you explain attention mechanism implication.
@ValerioVelardoTheSoundofAI
3 жыл бұрын
Thank you! I'll definitely cover attention / transformers in another series.
@pasinduekanayaka8023
2 жыл бұрын
Does anyone know how to find what are the important features that are stored in the latent space?
@carlystair5502
2 жыл бұрын
Great video! Thank you!
@juliagarciatorne1712
Жыл бұрын
Good explanation. Thanks!!
@Alig4realz
2 жыл бұрын
awesome presentation! Subscribed
@ValerioVelardoTheSoundofAI
2 жыл бұрын
Thanks!
@ahmedanwer6899
Жыл бұрын
It's so cool how one idea like autoencoders can be used in audio, anomaly detection and I think even nlp as well! JVUVICFJ
@EngRiadAlmadani
3 жыл бұрын
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
@Shiny_Mewtwo
2 жыл бұрын
Thank you, so helpful
@alisaja11
3 жыл бұрын
nice video!!! thank you so much
@bansalll15
5 ай бұрын
can I make this project if I'm working on macbook m1 without a gpu?
@mehrdadkazemi3969
2 жыл бұрын
ty :)
@nabeelkoya.a6889
3 жыл бұрын
Great informative video.
@ValerioVelardoTheSoundofAI
3 жыл бұрын
Thank you Nabeel!
@ritwikamajumdar5967
3 жыл бұрын
Thank you so much
@giuseppemastrangelo
3 жыл бұрын
Great video 👍🏼
@TehCannonMan
3 жыл бұрын
which loss metric would you use for the deep convolutional auto encoder? cross entropy or RMSE still?
@ValerioVelardoTheSoundofAI
3 жыл бұрын
RMSE / MSE are a good starting point here.
@arturakobyan4171
Жыл бұрын
I can't find video about anomaly detection with AEs(
@juanestebanflorez2826
3 жыл бұрын
Thanks, can you cite your sources? (great explanation. thanks be)
@kirtipandya4618
3 жыл бұрын
Nice job 👍🏼
@yashjain6372
Жыл бұрын
good
@aliazak6948
2 жыл бұрын
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
2 жыл бұрын
If you have enough samples for different types of noises, you should be good to go.
@TomerMe
Ай бұрын
Still waiting for the anomaly detection video :(
@ethiotechnotube7982
2 жыл бұрын
can we implement VQ to audio classification with python?
@bluestar2253
3 жыл бұрын
You still didn't explain exactly how the autoencoder works!
@chegevarra1036
Жыл бұрын
Valerio, can you give me an email? has some important to say/
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