Shreya Jain

Asked: October 23, 2025In: Deep Learning

Why does my generative model produce unrealistic faces?

My GAN generates faces.But many look distorted or unnatural.Eyes and mouths appear in wrong positions.The training seems stable, but outputs are flawed.

Asked: July 30, 2025In: Deep Learning

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

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.

Asked: April 30, 2025In: Deep Learning

Why does my model train slower when I add more GPU memory?

Shreya Jain

I upgraded to a GPU with much more VRAM.I increased the batch size to use the available memory.Now the training is noticeably slower per epoch.There are no errors, but performance feels worse than before.

Asked: February 14, 2025In: Deep Learning

Why does my object detection model miss small objects even though it detects large ones accurately?

Shreya Jain

I trained an object detection model on a mixed dataset containing people, vehicles, and small objects like phones and traffic signs.The model detects large objects such as cars and people very reliably.However, it almost completely ignores smaller objects, ...