Urban Sound Analysis (Sound Classification) | Deep Learning | Python
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Күн бұрын⭐️ Content Description ⭐️
In this video, I have explained about urban sound classification dataset. In this, I have analyzed the audio files. I have done EDA, feature extraction, preprocessing, creating neural network, etc.,
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🕒 Timeline
00:00 Introduction to Urban Sound Analysis
01:33 Mounting Google drive in Colab
04:54 Import modules and load data using pandas
09:36 Exploratory Data Analysis of urban sound data
19:06 Feature Extraction from sound data
26:03 Label Encoding for data preprocessing
29:49 Model Creation & Training
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@WilliemOliveira 2 ай бұрын
thank you for the video!!
@hrittickdebnath35 3 жыл бұрын
Keep continue
@madhavib4085 3 жыл бұрын
Super explanation..sir.. thank you
@HackersRealm 3 жыл бұрын
Happy to help!!!
@abhishekdeshpande2459 2 жыл бұрын
Awesome project 💯💯.
@HackersRealm 2 жыл бұрын
Glad you liked it!!!
@shubhamchavan1387 3 жыл бұрын
Thank you so much
@HackersRealm 3 жыл бұрын
Glad it was helpful!!!
@pooyajanani6602 Жыл бұрын
Thank you for this awesome video.I was wondering if there is any dataset for chaos sound(for example for detecting arguements an fightings in crowds) ?
@HackersRealm Жыл бұрын
I didn't come across such dataset so far...
@123CANS 4 ай бұрын
Thank you for your knowledge. This is very helpful. I just want to ask what I need to do about the data before importing? What labeling software did you use?
@HackersRealm 4 ай бұрын
I didn't use any labeling software, the dataset which I used is public dataset
@hrittickdebnath35 3 жыл бұрын
Can you make video on statistics, probability, linear algebra, calculus. I want to know just basic to do my machine learning much better.
@HackersRealm 3 жыл бұрын
Sure, will be uploading basic theoritical concepts soon.
@hrittickdebnath35 3 жыл бұрын
@@HackersRealm and, please show how do I apply in a project.
@user-cp9ge1fm5s 3 жыл бұрын
Thanks for nice explanation videos What kind of neural network used in here? ex)DFN, RNN, CNN
@HackersRealm 3 жыл бұрын
dense network
@ivanarakistain3885 2 жыл бұрын
Is it possible to build a TinyML model with the code to run it on a microcontroller?
@HackersRealm 2 жыл бұрын
yes, it's possible to do that
@ivanarakistain3885 2 жыл бұрын
@@HackersRealm Please do a video with it!!
@mdsanaulhaqueshamol9372 Жыл бұрын
Plz upload the video of : Using Python Urban Sound Classification by ANN method of data 8k A to Z.
@HackersRealm Жыл бұрын
I think this video covers all the main steps, you can reuse it
@areezabhanbhro6005 Жыл бұрын
What type of ANN is used here ? Either CNN, RNN, MNN, DNN? Which one ?
@HackersRealm Жыл бұрын
it's DNN
@saleemjamali3521 3 жыл бұрын
sir can you do audio event detection using spectrogram ?
@HackersRealm 3 жыл бұрын
Sorry, It will take some time to create projects, already existing action items are there. I will try to create in future in possible!!!
@saleemjamali3521 3 жыл бұрын
@@HackersRealm thank you so much sir
@raghunandan8334 2 жыл бұрын
Can you please share the Gdrive link, I can use it by creating shortcut in my drive
@HackersRealm 2 жыл бұрын
The code is available in github, you can reuse the same
@raghadalthunyan9165 2 жыл бұрын
do you have model deployment ?
@HackersRealm 2 жыл бұрын
for this project, I don't have. But you can find how to deploy model using flask, video in the playlist
@rajaconstantine 2 жыл бұрын
Can u share The Fill notebook ? Or Can u tell me how to add GitHub code to Jupyter Any link ??
@HackersRealm 2 жыл бұрын
The notebook file is available in github repo or you can check the website as well
@sasivardhanbonthu8159 3 жыл бұрын
is there any viedio continution to this (testing ddata)???
@HackersRealm 3 жыл бұрын
no but I have created a video to predict with test data in general, check the playlist for that!!!
@lucasgrassoramos1373 2 жыл бұрын
@@HackersRealm link pls, great video!
@HackersRealm 2 жыл бұрын
@@lucasgrassoramos1373 kzfaq.info/get/bejne/eLafrZh5x5zHh3k.html
@user-yl2se8lf7m 5 ай бұрын
Does this video help for abnormal human voice detection? Like screaming
@HackersRealm 5 ай бұрын
if you have dataset for that, you could do that!!!
@abdulrhamanalkinani1955 Жыл бұрын
what is the name of the app that you use it to cooding
@HackersRealm Жыл бұрын
Google colab
@utkarshtrivedi9866 6 ай бұрын
i guess we ll have to go for CNN
@badralgankhuyag8403 3 жыл бұрын
25:47 what if I had error 'NameError: name 'df' is not defined' with data = df.apply(parser, axis=1) i can't find solution t.t :))
@HackersRealm 3 жыл бұрын
Try to rerun the notebook, it will solve the issue
@anilkumarchannamsettti 2 жыл бұрын
How to download the dataset
@HackersRealm 2 жыл бұрын
pls check the link in description
@lifetube1117 2 жыл бұрын
Please answer me, Are speech recognitions & sound classification the same ?
@HackersRealm 2 жыл бұрын
No, its different
@azereldukali941 2 жыл бұрын
I can't download the dataset, help plz
@HackersRealm 2 жыл бұрын
can you explain what's happening?
@azereldukali941 2 жыл бұрын
@@HackersRealm after I created an account, I went to "Problem Statement" tab and I clicked "audio files from here" link, then the link redirected me to google drive page with this message "You need access", it seems that I don't have permission to download the file!
@HackersRealm 2 жыл бұрын
@@azereldukali941 I can access it, you may have to register the problem and check the drive link, it's not showing any permission error
@karansidds 2 жыл бұрын
I cannot download the dataset. Other students are facing the same problem. Please help me out. I cannot access the Drive zip file even after registering to the contest.
@HackersRealm 2 жыл бұрын
checking it now
@HackersRealm 2 жыл бұрын
I have checked just now, I can able to download all the files. Alternate way is to save the files to your drive and try to download it
@mansigaonkar6773 2 жыл бұрын
@@HackersRealm even i tried to download the data set but i got the same error , can u pls upload the data set to u r google drive and share the link with me ?
@mansigaonkar6773 2 жыл бұрын
@@HackersRealm My personal project depends on this data set so please its a request if u can help me.
@HackersRealm 2 жыл бұрын
@@mansigaonkar6773 did you try save to drive and downloading it?
@utkarshtrivedi9866 6 ай бұрын
model is stuck at 10% train accuracy
@HackersRealm 6 ай бұрын
Are you using the same model used in the video?
@PsamanwithaVanneldas 8 ай бұрын
if we change the dataset to ESC-50 ,will this code work?
@HackersRealm 8 ай бұрын
if the dataset is similar, then yes
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