Part 1-EDA-Audio Classification Project Using Deep Learning

[@krishnaik06]

Make sure you implement till here. Data set will take time to get downloaded

[@abs412000]

Now this is really Cool !!! Super Excited for following Videos

[@abirkhan924]

Put this in Deep learning play list.

[@hiteshsingh9859]

sir can you give your telegraph channel ..previous link showing invalid .Thank you

[@junaidjaved5109]

if meldata file is not available in for datset, what should we do?

[@lost_soul8711]

sir......how to convert our own sound data set to csv file ??

[@mshabanaazmi13]

Thank You Krish.... U r such a great teacher..... U make tough concepts very easy....

[@gigsconnect8517]

The most clear explanation on AI so far in KZbin, as I've encountered

[@papastalin1543]

True

[@xxegyzz5250]

thank you so much for uploading this tutorial it really help me a lot. Your explanation is very clear so far i've encountered in yt. Tutorials about audio/sound classification is very rare. I hope that liking your video and subscribing to your channel can help. Please continue uploading videos in the future.

[@rupakdey6753]

Thank you sir for listening to my request.It means a lot

[@amit_tiger63]

If I want to create real time project like this then how to create its metadata.

[@souravmohapatra8139]

I got a audio data problem in a recent interview....thanx for this

[@loltelr6560]

If u have some kind of educations stuff for ex pdf and books can u send me

[@prasadseptember]

I simply love the way you are sharing your knowledge. Thank you very much ! God bless 🙏

[@Rayiana]

Honestly, this is the best video that explains. Signal Processing 🤩 Thanks a lot!

[@fatmademir554]

That's a really instructive, explanatory and beneficial video. Thank you so much.

[@janithdesilva7518]

One of the great explanation I ever seen. Could you please do a full video of how we can reduce the noise of a whole audio set ?

[@fenixchow1]

Thanks!

[@viewview6687]

One of my favorite teachers

[@artsofdeeplearning902]

Sir! Very much helpful I got a similar problem statement but I was not able to do it..

[@ambarbidkar183]

F

[@dexnug]

if I make my own dataset not from Urban8k, and how to create the csv metadata?

[@aditimondal3995]

I was thinking the same , have you tried it? I am going to try it.

[@daddyallu1542]

Thanks a lot sir.Sir, please upload the part-2

[@shreyasb.s3819]

Very nice tutorial. Thanks

[@mrinalbhardwaj3060]

Thnx sir for uploading this video. 😊

[@hadjdaoudmomo9534]

Wonderful explanation, thank you so much.

[@arindamroy7671]

At 10:13 the reason you gave for not getting the error is not correct it seems. You were getting the value error at ipd.Audio(filename) since you did not specify the extension in the filename. It would work fine without the sample rate information that you mentioned is causing the error.

[@rajanikadebnath3404]

Hello sir, I wanted to ask, how do we extract the number of pauses an audio file contains?

[@benbelkacemdrifa-ft1xr]

Thanks for this tutorial. Can we do the test using sound sensor?

[@yohannesayana9456]

You're the most selfless guy I have ever seen...Can't wait to see your speech to text tho

[@2007chandanashish]

Here we can see the data is almost balanced. But just in case , what could have been done if the data is imbalanced ?

[@FaizanAli-lw1nl]

Great explanation. @krishnaik I want to classify the audio to predict speech/music/silence or background music(noise, applause, etc anything mixed sound) in an audio. how to do it?

[@ritanovitasari9653]

sir, can you explain whether waveplot and waveshow are the same or different? because I use waveplot and the results are error but if I use waveshow the results are successful but the wavenya is different from sir's. can you please explain. what's wrong why my jupyter doesn't read waveplot.

[@okopyl]

Could you please explain what is your goal of the project? What is your input for predictions? What is the output form and data?

[@rupendrakrishnaraavi4217]

Hi is it possible to train the emotion based model with speech by the above procedure?

[@IstiakAhammed]

Thank you so much for making this tutorial for us. It is really helpful for us. I would like to request to you could you please make a video for audio enhancement using deep learning? I will wait for your feedback and expect the video or any suggestions soon. Thanks again.

[@amit_tiger63]

If I want to create real time project like this then how to create its metadata.

[@sahilgarg4850]

Please try to Upload the remaining parts asap and could you please extend the classification part Abit more by using some more graphs or libraries. That would be helpful.

[@humphreyrweikiza6047]

suppose i have a single audio file does the the code file_name= os.path..... still apply i am havinng a problem in the file name am constantly retting the error that ther is missing audio file but supprisingly it exist in the folder how can i overcome that

[@mukhlisraza]

Great explanation, really Cool !!!

[@adewunmiobajimi7420]

Thanks a lot... My question is, what is the difference between audio and video mining, and audio ,and video classification?. Or are the two same thing?

[@shriharimutalik3231]

Sir , are you from gulbarga ..?

[@aqdasshayat3158]

I have a data set downloaded. but i don,t know how to generate metadata file from it as it is used in the video. where do i convert the data set file into meta data .csv file?

[@shivrajak2804]

can i implement a real time emotion detector by refering to this video

[@syedasma6838]

Sir even after adding the file path and extension . wav I'm getting same error I.e no such file or directory. Please tell me what to do??

[@gayashandulanjana4025]

I have a different voice sound set of human emotions in 6 folders. how can I create the CSV file ?.

[@mahtabgolshanikia8869]

That was a great explanation. I just wondering what if I have only the Audio files? How may I create the CSV file out of that many wav files?

[@amit_tiger63]

If I want to create real time project like this then how to create its metadata.

[@faresbecheikh7052]

Please how to plott the Confusion Matrix of this Project ?

[@MayoAISpace]

Great video but is it possible for audio data to distinguish persons i.e voice biometrics

[@sayantikachakraborty2055]

Sir the dataset that i am working on doesnt have a csv file and just has the audio..How do i go ahead without having any csv file data?

[@omingole7304]

If your dataset has only audio files, then download them all and save them in a particular folder. Then follow these steps - 1.Go to this site and follow its instructions to create a column of the audio filenames www.howtoexcel.org/tips-and-tricks/how-to-generate-a-list-of-file-names-from-a-folder-without-vba/ : 2. Then create a column of the labels of the audio files. 3. You will need some data cleaning in Jupyter notebook to eliminate NaN values and renaming the column names before proceeding further.

[@paramamukherjee3436]

If I haven't any CSV file in my dataset then what to do.?... please reply sir 🙏

[@anjum7311]

same problem i'm facing

[@rawanawawde2910]

did u find the answer?

[@yushioyuu5300]

I also want to find the solution...

[@hiteshsingh9859]

can anyone give krish sir's telegraph channel ..previous link showing invalid .Thnks

[@RagaIdentification]

what are the fsID, start, end silence and classID in csv file

[@ivanarakistain3885]

Can you help to get TinyML for this? I would like to run classification on a microcontroller.

[@mandaraghava9904]

Is ultrasound(8K)-6GB is work in jupyter

[@harishjk6478]

Wonderful 🔥

[@alaakamal2588]

what is the name of the algorithm that you have used?

[@RagaIdentification]

@krishnaik06 ive created a data set for carnatic music but how do we create a csv file for the dataset

[@hetvipatel4894]

Hii! Do you have any coding that analysis two voice are different or same?

[@Pawan-tc2ih]

That was the diagram of how light transverse !

[@anuragpatil3820]

Much awaited 🙌

[@maddikuntaanilkumar9596]

where, how can i get real time projects on data science

[@paulasam2303]

I have install librosa successfully but getting an error in "loading audio file with librosa" inspite of correct file address. Expecting help from krish.

[@aayushronghe8228]

hello sir, i want to run a speaker recognition program using ur code but i have a dataset of my own and i dont know how to generate csv file of this manner from it.Plz help me.

[@SA-oj3bo]

Hi, for a long time I am searching for a solution that can recognize dog barking and count how many times /day the dog barks. How to do this please? Can work real time or better to recordh and process it later. ( it does not need to be real time but needs to be accurate) Thanks in advance.

[@amit_tiger63]

If I want to create real time project like this then how to create its metadata.

[@durgaganesh423]

Hi do we possible to find abnormalities in recored file .wav?

[@imambilqisthi5928]

sir , what if sample rate using scipy bigger than using librosa ?

[@AyushGupta-je9kn]

How to trained machine that if sound is this then do this

[@rujassohi]

for me, the wav_sample_rate for scipy is exactly the same as librosa why so?

[@mayurpardeshi395]

This will be end to end project ??

[@suryabolumalla2199]

Dear sir, can you please help with the vowel sounds and lung disease (based on speech) data bases please 🙏

[@agammaurya15]

is this end to end speech recognition project

[@amalanatu8318]

hello sir, not able to download the dataset ...in between download gets interrupted. Is there any alternative? can you please help?

[@visakhsikhamani8792]

Sir can you make recommendation of songs using the features used for genre classification

[@louerleseigneur4532]

Thanks Krish

[@saritasable5274]

Not able to download the dataset. in between getting failed. is there any alternate way to download

[@wingsinfotech1530]

Sir, how to read .raw file using python

[@prateek2987singh]

facing this issue .... No module named 'librosa'

[@henningreblin9263]

Pip install librosa

[@henningreblin9263]

Or conda if you are using anaconda

[@prateek2987singh]

@@henningreblin9263 i tried both pip as well as conda

[@omingole7304]

@@prateek2987singh try in anaconda command prompt and not on cmd

[@shoaibsheikh4196]

@@prateek2987singh use python3.8

[@MdKamruzzaman-cz2fq]

Thank you brother

[@noumanijaz5353]

i want to implement this coding on multiple audio file that is the Dcase dataset 2017 challenge can anyone please help me in this regards?

[@my_opiniondemocracy6584]

how did you get the metadata?

[@CharmVibe24]

What to do when the data is imbalance?

[@navneetsinghtaneja5002]

Sir i have a question, in my mind due to voice deep learning can we interact with animals

[@AnkitKumar-dg4hs]

When will the second part come?

[@pepetisiddhardha9848]

it would have been if some what small size dataset is being used

[@madhuri_gupta_poetry1076]

Thank u so much sir for such a informative and knowledgeable video. After practicing this code i am getting one error. Kindly help me out. Thanks. AttributeError Traceback (most recent call last) Input In [38], in () 1 plt.figure(figsize=(14,5)) 2 data,sample_rate=librosa.load(filename) ----> 3 librosa.display.waveplot(data,sr=sample_rate) 4 ipd.Audio(filename) AttributeError: module 'librosa.display' has no attribute 'waveplot'

[@bring-it-on]

@Madhuri plt.figure(figsize=(14,5)) data,sample_rate=librosa.load(filename) librosa.display.waveshow(data,sr=sample_rate) ipd.Audio(filename) this will help waveshow instead of waveplot

[@noumanijaz5353]

hello guys anyone please help in implementing DCASE 2017 challenge base line ...

[@asifnadaf5326]

sir not able to download dataset sir pls help!!

[@lost_soul8711]

how to convert our own sound data set to csv file ??..does anybody knows...???????

[@SobayoAbiola-ug4tw]

Krish good day, after downloading this audio file, I was unable to open it

[@debatradas9268]

thank you so much

[@Kirikiri085]

Can I know the realtime application

[@raidahal-smeheen8385]

Sorry, I tried to implement the idea on a special project, but so far the highest accuracy I have achieved is 77% How can I increase the accuracy

[@Sidex150-g1p]

You're the best.

[@mohammadmohammadi9268]

Is it possible you share your code ?

[@navneetsinghtaneja5002]

Means animals voice dataset communicator

[@iftikhar58]

love from pakistan

[@manikjain7195]

🔥

[@beyzaa81]

is it a CNN?

[@pythonhelper9098]

Ipd not defind

[@m.muhtashim1247]

First 😋

[@mdakramkhan166]

Second comment 😅

[@bikashpokharel478]

don't use librosa.waveplot in the newest library insted use librosa.display.waveshow

[@t.bmusic8957]

Thank you sir. I learned lot of thing from you.🫀🫀🫀

[@vt9848]

Hai, The urbansound8k dataset has been downloaded as 'Urbansound8k.tar.gz' can anyone tell me how can I do it as a zip file in windows 10? Thanks in advance