Skip expensive reports Don't compute expensive report screens. Faster scoring but less model insights.

Checkpoint before fit

None Resilient Checkpoint on HDFS. Requires a checkpoint directory. Local Checkpoint on local filesystem. Faster but not fault-tolerant, not compatible with dynamic allocation.

Checkpoint directory

HDFS path if running on cluster