cyberneticlibrary

Train ML models for satellite imagery

ml-engineersubagentsetup L4★0

ArthurZizumbo/agrosat-copilot ↗

What it does

Design and train ML models

Best for

When designing multi-architecture ML pipelines with LoRA fine-tuning on H100 GPUs.

Outputs

· structured analysis output

Requires

· GPU compute
· HuggingFace transformers
· ML framework
· ML tracking
· bash execution
· file reading
· file writing

Preconditions

· H100 GPU access and CUDA available

Failure modes

· VRAM exhaustion on GPU

Trust signals

· Enforces strict validation rules
· CI/CD automation ready