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.
Format Training Datasets
Learn how to format datasets for different model types.
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.
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.