Intuition: Training Set vs. Test Set vs. Validation Set

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The difference between training, test, and validation datasets can be confusing. Especially when you think that testing means to create tests and compare different results between models and validation means to verify those results. That's what I originally thought when I learned it... apparently that's wrong.

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I always remember it this way, to simplify my own understanding.

Training set: The effort we put we're studying for an examination (training our brain).

Validation set: The sample exam test papers we do to test our understanding on what we have learnt.

Test set: The actual final exam that we take.

Or course, the 'test set' could also mean real world application of our knowledge/understanding, depending on how we want to put it.

jamesang

how come the others "expert" cannot explain this in such a simple and easy understand way? You deserve my 5 stars

lionghanwen

Apologies! I thought I published this a month ago, but I actually forgot to move it from unlisted to publish until now! That's my bad...

IntuitiveML

The most clear explanation I have ever seen.

daifang

The most clear explanation I have ever seen, Keep it up...

neelshah

Short but crisp and effective, crystal clear👍👍

utkarshverma

this is the best explanation of validation vs test data!

luzzyommm

thanks a lot. my confusion is cleared now after watching your video. best of luck for the future.

md.nobihossen

Thank you a great video that helped me understand in barley over 2 minutes

잠자기장인-xr

Wonderful explanation, thanks for the video

purple

Thank you, please keep making more videos, this was really helpful.

NosurfOfficial

This video is very helpful, thank you so much

DoubleMagnet

So basically after training the weights, , I just should pass the validation into forward-probagation and compute the loss??

barax

Great video! Thank you for creating it, good visualisations

mikemihay

Most ppl combine validation and test set.

May you kindly advise How to determine how much percent for 3 datasets? and methodology to determine it?

darwin

how can I communicate with u individually? like telegram

biruhandualem

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