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Asked: November 11, 2025In: Deep Learning

Why does my medical imaging model perform well on one hospital’s data but poorly on another’s?

Abhimanyu Singh
Abhimanyu SinghBegginer

My diagnostic CNN shows high accuracy on data from one hospital.When tested on scans from a different hospital, performance drops drastically.The disease patterns are the same.Only the scanners and imaging pipelines differ.

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Asked: October 23, 2025In: Deep Learning

Why does my language model generate repetitive loops?

Abhimanyu Singh
Abhimanyu SinghBegginer

The model produces grammatically correct text.But it keeps repeating the same phrases.The output never moves forward.It feels stuck in a loop?  

generative modelslanguage models
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Asked: October 2, 2025In: Deep Learning

Why does my deep learning model perform well locally but poorly in production?

Abhimanyu Singh
Abhimanyu SinghBegginer

My model gives great accuracy on my laptop.When deployed on a server, predictions become inconsistent.The same input sometimes produces different outputs.Nothing crashes, but the behavior is unreliable.

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Asked: June 30, 2025In: Deep Learning

Why does my classifier become unstable after fine-tuning on new data?

Abhimanyu Singh
Abhimanyu SinghBegginer

The base model worked well before.After fine-tuning on new data, accuracy drops everywhere.Even old categories are misclassified.The model seems to have forgotten what it knew.

ai-research
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Asked: April 14, 2025In: Deep Learning

Why does my CNN suddenly start giving NaN loss after a few training steps?

Abhimanyu Singh
Abhimanyu SinghBegginer

I am training a convolutional neural network on a custom image dataset using PyTorch.For the first few batches the loss looks normal, but suddenly it becomes NaN and never recovers.There are no crashes or stack traces, only the ...

cnn modelsdeep learning
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