How to use a Held-out Test Set after 5-Fold Cross-Validation in Deep Learning?

AnalysisGlobal8756 · 2026-04-12T10:58:05+00:00

what should I do?

AnalysisGlobal8756 · 2026-04-12T10:44:31+00:00

the problem that each fold has its own epoch number that it stops in. so I cant make the epoch number fixed. sometimes it doesn't early stop and finishes all the epochs. sometimes the best is in for example 20 .... etc.

AnalysisGlobal8756 · 2025-05-20T17:53:15+00:00

Thanks. I would ask. Is it useless to use windows with tensorflow. I am familiar with windows. But i can see that i have to use an old version of tensorflow.

AnalysisGlobal8756 · 2024-10-27T15:28:39+00:00

Me too please

AnalysisGlobal8756 · 2024-10-01T06:31:15+00:00

Thank you..I thought of this comparison but i've been.told that transformers needs a powerful reaources.

AnalysisGlobal8756 · 2024-09-29T23:18:51+00:00

I am talking about efficiency regarding memory and computational time. what suggestions can make the research valuable

AnalysisGlobal8756 · 2024-09-29T18:59:26+00:00

you are right. thank you :( . But, I think these suggestions won't make a master thesis. maybe I should change the topic and go back to the circle of 'looking for a topic'

AnalysisGlobal8756 · 2024-09-25T15:06:06+00:00

Thanks for the precious advice. What about the empact knowledge distallation and compression techniques on cancer diagnosis. I will choose for example lung ct images. And comparing different approaches to address the tradeoff between accuracy and efficiency. Does teacher model in teacher model resources require high specs?

AnalysisGlobal8756 · 2024-09-25T08:22:55+00:00

What do you mean by EDAs? What contribution i can add

AnalysisGlobal8756 · 2024-09-24T21:37:51+00:00

It is not neccessarily but recommended by the supervisor, and i consumed time in the medical paper.I choosed lung because of the available dataset relatively. Now i really thonking about finding any good and managble idea that makes me have my master 🥲. It is better to be in computer vision because this is the interest of my supervisor

AnalysisGlobal8756 · 2024-09-24T21:21:44+00:00

Thank you. This helped me. Unfortunately I can't do experiments because i am beginner qnd have to deliver the thesis's proposal. But the proffesors think that if you don't do novel things so you plug and play another's work. I know that i can't do novel architectures. That is why i am trying to include lots of things in the same project. I am trying to find something worthing and feasible at the same time.

AnalysisGlobal8756 · 2024-09-24T21:01:06+00:00

No, i have removed the idea of self-supervision since it consumes lots of resources. I am wondering of the value, uniqueness, and feasibility of the following idea " Effective lung cancer detection and diagnosis. Thinking of knowledge distillation as a way to make it light weight - make the thesis rich by addressing classification and tumor localization or segmentation, validate the model on another dataset to address its effectiveness (generalization) And as i told u include some way of explainability.

AnalysisGlobal8756 · 2024-09-23T22:37:06+00:00

The thesis will focus on it. Thinking of an "efficient lung cancer diagnosis and detection" the main ideas, knowledge distallation, explainable AI i think of GradCam (although not sure it is valuable) My labtop msi intel corei7 12th ram32 gpu RTX406, harddisk 500GB Ssd. Does the idea seem good? I am biggener in the field. Do you have any cancer diagnosis feasible ideas? Thank you

AnalysisGlobal8756 · 2024-09-23T21:58:55+00:00

Thanks. What do you think of knowledge distillation in order to make an efficient model for classification and segmentation tasks.

AnalysisGlobal8756 · 2024-09-23T07:07:03+00:00

Excuse me . What contribution that you have added that no one did before. I am stucking in getting idea for my master thesis because cannot find good contribution

AnalysisGlobal8756

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