SMARTML: DETERMINISTIC, CPU-FIRST ML BENCHMARKING YOU CAN TRUST
SmartML (part of the SmartEco ecosystem) is a benchmarking-only engine that enforces fixed seeds, deterministic splits, leakage-free encoding, identical preprocessing, and CPU-only execution by default. It detects which models actually run in your environment and measures training time, batch throughput, single-sample and P95 latency, plus core accuracy metrics—so results are reproducible and comparable across ML and DL models.
SmartML: Deterministic, CPU-first ML benchmarking you can trust
SmartML (part of the SmartEco ecosystem) is a benchmarking-only engine that enforces fixed seeds, deterministic splits, leakage-free encoding, identical preprocessing, and CPU-only execution by default. It detects which models actually run in your environment and measures training time, batch throughput, single-sample and P95 latency, plus core accuracy metrics—so results are reproducible and comparable across ML and DL models.