This is the EASY way to FIX IMBALANCED Machine Learning DATASETS #shorts

How to use the Imblearn Python library to fix imbalanced tabular datasets for machine learning.

Oh, and don't forget to connect with me!

Happy coding!
Nick

P.s. Let me know how you go and drop a comment if you need a hand!
#python #machinelearning

[oludhe]

Quickly becoming my fav data science channel

[VenkatChidambaram]

I've seen that a combination of undersampling and oversampling produces better results than just either of the above. I tried that and it is true. We can play around it using sampling_strategy parameter.

[Elszergio]

Great! I was going to procrastinate a bit on youtube before searching for a solution to this problem. Thanks, Nick!

[SaramAbbas]

But how do we decide which technique is the best? Is there a strategy for choosing the right technique or is it a try and error?

[ffaheem]

does it work for medical imaging?
would it be a good practice for medical imaging?

[digambardagade]

Hello Nicholas,

For the classification problem, I want to balance the response. But when I install imblearn and try to import it, I got the following error.

AttributeError: module has no attribute '__pyx_capi__'

[danielniels]

geez, u even resize your window into mobile size just to make this shorts 🤣

[abrarw]

hey nick!

I was following one of your tutorials titled "Sign Language Detection using ACTION RECOGNITION with Python | LSTM Deep Learning Model
". I love the way you go step by step and explain everything. However, I am trying to implement the same, but the help of input videos instead of webcam feed. How should I proceed and what are the changes I have to make to the codebase?

I commented the same thing on that video, but haven't had any luck. Could you please advice?

Thanks!