ECO-AIM-AI-014 — Inefficient feature preprocessing pipelines¶

Category: AI/ML (AIM)
Family: AI (AI)
Layer: AI
Tier: 2
Severity: note
Tags: ai, pipelines
Legacy ID: ECO-AI-014

Summary¶

Preprocessing waste increases training and inference cost.

Preprocessing is often a hidden cost multiplier.

{
  "confidence": 0.55,
  "notes": "Measure and optimize hotspots.",
  "type": "cpu"
}

{
  "languages": [
    "python"
  ],
  "method": "trace"
}

{
  "guidance": "Cache features; vectorize; batch transforms.",
  "tradeoffs": "Complexity."
}

{
  "system_layers": [
    "ai"
  ]
}