Fine-Tuning Tutorials#
Use the tutorials in this section to gain a deeper understanding of how the NVIDIA NeMo Customizer microservice enables fine-tuning tasks.
Tip
Tutorials are organized by complexity and typically build on one another.
Dataset Preparation#
Format Training Datasets
Learn how to format datasets for different model types.
Customization Jobs#
Start a LoRA Customization Job
Learn how to start a LoRA customization job using a custom dataset.
Start a Full SFT Customization Job
Learn how to start a SFT customization job using a custom dataset.
Start a Knowledge Distillation Job
Learn how to start a Knowledge Distillation (KD) job using a teacher and student model.
Monitoring & Optimization#
Check Customization Job Metrics
Learn how to check job metrics using MLFlow or Weights & Biases.
Optimize Tokens per GPU
Learn how to optimize the token-per-GPU throughput for a LoRA optimization job.