Advanced · mlops
Tuning at scale: LoRA and HPC scheduling
You will know when to fine-tune, how LoRA changes the serving story, and what gang and topology-aware scheduling buy you.
Progress
0 / 3 lessons
- 01Fine-tuning, PEFT, and LoRAHow to adapt a model without paying to retrain it4 min
- 02Gang and topology-aware schedulingWhy training jobs need the scheduler to learn HPC habits4 min
- 03Training jobs in production: security and storageWhat changes when a training job is also an attack surface3 min
Lock it in
Shared tuning cluster for several teams
Three product teams need to run nightly LoRA tunes on a shared GPU pool.
Try the scenario