Audio Signal Processing for Machine Learning 

This is exactly what I was thinking of working on as a machine learning project. Thanks.

When I found your Channel I found a great treasure. When you choose a subject you are playing on my soul strings. Really I am grateful.

A mine of information I found by chance 💪

It took me 3*10*8 secs to subscribe to your channel because you are a lifesaver. exactly what I needed for my side project at this point.

Love it! I'm a vibration analyst, we listen to machines. Thank you for putting this together.

I would like to thank you and appreciate for all the effort that you are taking to make these videos. I am a graduate student who is passionate about signal processing and machine learning in audio and your content is the best so far I have found. Since there are very less resources these are all the more helpful

Thanks very much for this series. Your code example and patient explanation really helped me a lot for getting started in the field of AI audio signal processing

Wow, thank you for putting this together! Though I'm a musician, I don't have a background in audio signal processing and it's been a struggle to find a good compiled source of information for deep learning specific to audio domain problems.

I was desperately waiting for this series. 😀

I have just finished the series and I am telling you if you started, go until the end. Thanks a lot Valerio

You are amazing!. Super interesting topics including regarding how to publish a paper.

Very much excited for this series

I just found an incredible RU-vid channel. Thank you so much!

Thank you for this series chief; I'd been looking at trying to build a detection algorithm using a fourier transform to produce spectrograms and the theory refresher has been super super useful Plus confirmation that I wasn't barking up the wrong tree into how to approach it is always nice

Really a great resource here. Thank you! 👏🏻👏🏻👏🏻

Your channel sounds exactly what I was looking for as an ASR researcher. Thank you for these informative videos. Do you have tutorials on Montreal Forced Alignment too?

Very interesting Can't wait for it

Thanks a lot for your great series, Valerio! This helps me a lot with my current signal processing project.

Wow, I was watching the main series of Audio classification with Python you made. And when you explained the MFCCs passing as input to a CNN in your example you put this [100, 13, 1] as an input shape and you said the 100 came from the samples in the audio file (51200) / the hop length of 512 and I was about to ask where did the 51200 come from. Maybe with this series I'll be able to understand that and also the Mel Spectrogram which is something that I wanted to know about for the longest time from a non-so mathematical perspective, but rather a more code applicable one. Greetings to you and thank you very much

Can't thank you enough for this series.

Awesome, you’re covering the topics that I need for my actual project. Thank you and keep it up

I am working on a project and man this is reall helpful. Thankew so much

Love it already! ...looking forward to the next video...

Awesome, can't wait :)

what a great content, i really need this series, thank you for your effort to make this series

Waiting for next videos.....

Thank you so much for the series they are really amazing and organized!!

Thanks for these series. This is what I needed project that I had in my mind. Please don’t pull yourself back while going deep on theory :) I like to learn the theory along with practical examples.

Very excited for this Valerio! Your videos have helped me immensely at understanding audio and ML/DL in general. Quick question: Do you have any recommendations or resources or plan to contribute some discussion about adding environmental noise to audio? I would love to talk about data augmenting with noise / other sound files into existing signals with proper RMS and SNR as to not overpower the desired signal. I'd love to see how to add radio static / random noises into audio for purpose of simulating target radio speech data. Thanks for everything!

Can't wait for the next one!

This is an awesome series!

YOU SAVED MY FYP !

Thank you so much for this video!!!

Can you please do a video on speech emotion recognition...I have already seen your speech recognition and that is not enough for emotion classification...but a good one

it seems an execellent contente, i will start your course, i am really motivated and excited, thanks a lot

If I could like a video twice, I would.

Thank you so much! This is very helpful to my project degree

💕💕💕 Thank you for the playlist.

i like this series before that i watched hhhhhhh nice introduction dude

Great stuff, thank you for your effort.

Penso che tu sia italiano. Io sono un linguista, mi occupo di fonologia. Grazie per il tuo lavoro!

Hello, thank you for the tutorial. I am using java for developping android Apps and I am searching for an android library for sound comparison. I have tried "musicg" library but it gives bad results. Do you know any alternative ? thank you again

Do you know if AI could make polyphonic audio to MIDI faster and better? And what about the restoration of very old and mangled recordings? I really want to try to work on this if I can but it feels like a steep curve.

Hey Mr Hope you doing good ! Please Can you help me ? How Can we use speech recognition to detect falling in elderly people ? Just another question how to combine audio with image to implement fall detection ?? Thank you

I want to know about how to do Classification of heart sounds and Improve accuracy. Is the method used for heart sound classification the same as for audio classification?

Excellent content, keep it up! :D

Hi Could you help me How to find abnormalities from audio file Is it possible from ML?

Hey brotha is there a way I can send you this audio I captured and can you tell me what’s really going on

Just 👏in 👏time 👏

This is good stuff 👍

Hi Valerio, I am planning to extract feature from a neural series like EMG or EEG. Can the same techniques be applied for neural series signals?

Could you please share about speech analyzer like elsa ? I am waiting for it,sir.

Thanks alot

Good luck sir

love it

GOLD MINE

Please cover Discrete Wavelet transform (DWT) feature extraction method

I want to know about how to do Classification of heart sounds and Improve accuracy

what are the prerequisite fundamental courses for this series video?

We are trying to develop a robot , can we use this topic for understanding how to develop algorithm for the robot to listen to un natural sounds etc (not speech recognition)

Amazing content and so well explained!! how can i implement this knowledge in speaker verification? I already followed the previous videos and created a project which so far tries to identify the spoken user but despite the fact that im getting 1.00 accuracy the system still fails to identify correctly. Can anyone help?

you are *amazing* !

new to the subject here with some (limited) dsp knowledge. Which of your playlists should i start with ?

Is there any udemy or coursera or edureka courses on audio files processing? Suggestion please

great playlist!! .....can you suggest me like how toapply wavelet transform to sudio signal using python ?? is there any way ?

Can you talk about Google Magenta's Differentiable Digital Signal Processing and how it works? I think it is too underrated tbh.

please can you make a tutorial series on speech synthesis using cnn and thank you for this wonderful content.

Please can u also add a video on basic sound detection and algorithm used to do that...

Thanks, brother, for your generousity! You deserve more than a subscription. I'm from a computer vision background your tutorial helped me a lot! Yet I can't able to join the soundofai community. Could you check the problem?

one question, is calculating human singing potential is feasible by use of deep learning ??

Hi... Do you have a similar course material for learning speech recognition using Hidden Markov Models (HMM)?

Hello are the next videos of the playlists obsolete?

How could i get in touch with you?

can you make Audio classification using efficientNet. it would be better for us to understand efficient net

We are working for an project Covid 19 and acoustics. Do you have any suggestions for us?

I have tried signing in thesoundofai.slack.com ,however got reply as email id not exist with slack.com

This is great content! Thank you very much. Is there a book that you would advise someone who wants to learn signal processing for time series data?

cool

Where my fellow Electrical Engineers at?

Hello, very interesting subject and video. I have an hugely important request to adress you. Is it possible to train an A.I so that it can compare a reference signal (input source signal) with an output signal (that is the modified result of the source signal) so it can calculate an corresponding signal for the output signal to be the same as the input signal? It may not be super clear but basically, the functional chain is: -an input signal that is a source of audio content -an output signal that is the audio content (input signal) but processed in a way that distord it temporally (out of phase for some part of the signal) and in amplitude. -a closed feedback loop that send the exact copy of the distorded output signal to a core processing unit that contain the ai. This feedback loop sits right in between the input signal and output signal so that the AI can align (by injecting a new signal to the input signal, a compensating signal) almost immediately the output signal with the input. I'm a student and hobbyist and your reply could really be a greatly appreciated and precious contribution to my project Thanks

can you make a tutorial for Kaldi

You do not work with MATLAB? I'm not using machine learning. Will this help me?