5 docs tagged with "continuous-training"

EKS-based 5-stage pipeline that automatically promotes Langfuse traces to training data and connects GRPO/DPO preference tuning with Canary deployment.

Threshold verification of trained checkpoints, kgateway-based gradual Canary deployment, MLflow Registry version management, automatic rollback on regression, cost and quality KPI dashboard configuration.

Production configuration for running NeMo-RL (GRPO) and TRL (DPO) training jobs with labeled preference datasets on Karpenter Spot node pools and Volcano Gang Scheduling.

Custom model deployment, fine-tuning pipelines, MLOps orchestration, continuous training pipelines

Load Langfuse OTel traces into S3 Parquet/Iceberg and automatically construct GRPO/DPO training datasets by labeling rewards with Ragas + LLM Judge Fleet.