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Deep Learning

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Decode Trail Latest Questions

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.

applied ai
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Asked: October 1, 2025In: Deep Learning

Why does my CNN fail on rotated images?

Sambhav Rathi
Sambhav Rathi

The model classifies upright images correctly.Rotated versions of the same images fail.The content is the same.Only orientation changed.

cnnfailuremodels
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Asked: January 31, 2025In: Deep Learning

Why does my training crash when I increase sequence length in Transformers?

Sambhav Rathi
Sambhav Rathi

Short sequences work fine.Longer sequences cause GPU crashes.No code changes were made.Only input size increased.

transfomers
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Asked: December 2, 2025In: Deep Learning

Why does my GAN produce blurry and repetitive images?

Sambhav Rathi
Sambhav Rathi

My GAN generates images but they look washed out.Many samples look almost identical.Training loss looks stable.But the visual quality never improves.

deep learning
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Asked: July 22, 2025In: Deep Learning

Why does my multimodal model fail when one input is missing?

Arshdeep Singhania
Arshdeep Singhania

My model uses both image and text inputs.It works well when both are provided.If one modality is missing, outputs become random or broken.Real-world data is often incomplete.

model failuremultimodal
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Asked: September 30, 2025In: Deep Learning

Why does my image classifier have very high training accuracy but terrible test accuracy?

Nishant Mishra
Nishant MishraBegginer

My CNN reaches over 95% accuracy on the training set.But on the test set it drops below 40%.The data comes from the same source.I feel the model is memorizing instead of learning.

vision models
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Asked: August 19, 2025In: Deep Learning

Why does my Transformer output nonsense when I fine-tune it on a small dataset?

Anushrita Ghosh
Anushrita GhoshBegginer

I fine-tuned a pretrained Transformer on a small custom dataset.Training finishes without errors.But the generated outputs look random and off-topic.It feels like the model forgot everything.

ai-research
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Asked: July 30, 2025In: Deep Learning

Why does my LSTM keep predicting the same word for every input?

Shreya Jain
Shreya Jain

I trained an LSTM for next-word prediction on text data.The training loss decreases normally.But when I generate text, it repeats the same token again and again.It feels like the model is ignoring the sentence.

language modelsrnn models
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