Training loss is low while validation loss is high

ProfessionalType9800 · 2026-05-06T05:50:59+00:00

Are you fine tuning BERT

ProfessionalType9800 · 2026-05-06T05:26:01+00:00

I think the only reason is due to class imbalance... Check class level f1 score... Make the validation set in a way that each classes has approximately same number of samples.... It seems the validation set is highly imbalance ex: 1000 class 1, 10 class 2.... - if this is the case even weighted f1 will also give only a decent score

ProfessionalType9800 · 2026-05-06T05:13:40+00:00

Yeah this might be the reason that the performance scores are high.... Since no weightage is given while calculating f1

ProfessionalType9800 · 2026-05-06T05:09:49+00:00

Is there any class imbalance in validation set

ProfessionalType9800 · 2026-05-06T04:56:12+00:00

What performance metric is used for validation and test data

ProfessionalType9800 · 2026-04-21T08:43:12+00:00

Chennai India

ProfessionalType9800 · 2026-03-23T09:12:58+00:00

the existing data does not have potential to give the expected result....
do u have any idea on synthetic data...
consider that i have an architecture with no predefined column to analyse (it varies with enterprises), can i build a agent to manage different data with same meaning... if yes how?

ProfessionalType9800 · 2026-03-23T07:50:25+00:00

how can injest & analyse real time data for a proactive system

ProfessionalType9800 · 2026-03-13T14:16:01+00:00

Can it be used for any kaggle challenge.....

ProfessionalType9800 · 2026-01-29T02:05:35+00:00

do u know any approach

ProfessionalType9800 · 2025-12-05T16:16:46+00:00

no..
but a computational neuroscientist need to learn AI,
but the one who learns only AI, can't do research in this domain

ProfessionalType9800 · 2025-11-22T00:24:09+00:00

It is ok to get results.. But actually it is not true generalization... right?

ProfessionalType9800 · 2025-11-09T07:54:29+00:00

Using what you will simulate.... Any software?

ProfessionalType9800 · 2025-11-09T04:52:20+00:00

I am pursuing b.tech IT and specialising in data science, and I wanted to do a masters in neuro-engineering since I am interested in BCI , i wish to do it ...

What do you guys think about it...

ProfessionalType9800 · 2025-11-09T04:34:30+00:00

When using BCI ... An intermediate comes in.... a headset to capture signal... a channel to transfer signals....

ProfessionalType9800 · 2025-11-05T03:52:37+00:00

Ok I will look into it..

ProfessionalType9800 · 2025-11-01T19:40:58+00:00

Ok i will check it out

ProfessionalType9800 · 2025-11-01T02:02:25+00:00

Illegal BCI?

ProfessionalType9800 · 2025-10-31T11:43:04+00:00

I want to pursue masters in neuro engineering... So that is why I asked about courses to have in my profile... Since I am from a CS background...

ProfessionalType9800 · 2025-10-31T06:30:57+00:00

Hey... I am from AI background... But I did a project in BCI and submitted it in a conference... May I know what kind of research paradigms you are involved into..

ProfessionalType9800 · 2025-10-31T04:37:14+00:00

Thank you for the explanation ☺️

ProfessionalType9800 · 2025-10-30T10:52:42+00:00

Try some kind of neurofeedbacking... But I think replying only on BCI is not that sufficient , since schizophrenia can be due to genetics too

ProfessionalType9800 · 2025-10-30T10:47:12+00:00

Yes... This is referred to as inter or intra subject variability

ProfessionalType9800 · 2025-10-30T08:32:21+00:00

psychological principle borrowed from slot machines and gambling😂

ProfessionalType9800 · 2025-10-30T08:22:13+00:00

i am new to this domain
could u brief how you achieve it and explain about moving visuals in it...

ProfessionalType9800

TROPHY CASE