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Asked: December 16, 2025In: MLOps

Why does my batch inference job slow down exponentially as data grows?

Sambhavesh PrajapatiBegginer

The batch prediction job used to run in minutes.As data volume increased, runtime started doubling unexpectedly.Nothing changed in the model code itself.Now it’s becoming a bottleneck in the pipeline.

Asked: December 14, 2025In: Deep Learning

Why does my Transformer’s training loss decrease but translation quality stays poor?

Nishant MishraBegginer

The training loss drops steadily during fine-tuning.But the translated sentences are grammatically wrong.BLEU and other quality metrics do not improve.It feels like the model is optimizing the wrong thing.

Asked: December 11, 2025In: Cloud & DevOps

why does Terraform ignore changes I make in the console?

Omar Mansoor

changes ignored

Asked: December 11, 2025In: AI & Machine Learning

Why does my retrained model perform worse on old data?

MaximilianBegginer

worsen performance on old data

Asked: December 8, 2025In: AI & Machine Learning

Why does my model’s accuracy fluctuate wildly between training runs?

Dakota

fluctuation in accuracy during training runs

Asked: December 6, 2025In: MLOps

How do I safely roll out a new model version in production?

Sai Sidhhartha

I have a new model ready to deploy.I’m confident in offline metrics, but production risk worries me.A full replacement feels dangerous. What’s the safest approach?