debug-ml-inference
CommunityDiagnose and fix production ML inference issues.
AuthorDuqueOM
Version1.0.0
Installs0
System Documentation
What problem does it solve?
Debug ML inference issues in production services such as latency spikes, incorrect predictions, and event loop blocking.
Core Features & Use Cases
- Systematic diagnostic workflow for production ML inference endpoints (latency, accuracy, timeouts) with evidence collection.
- Anti-pattern checks, runbooks, and remediation planning to quickly identify root causes and verify fixes.
- Use Case: When a FastAPI inference service shows slow responses, this Skill guides you through diagnosis, commands, and rollback or improvement steps.
Quick Start
Diagnose why a specified ML inference service is slow or producing incorrect predictions and propose a concrete remediation plan.
Dependency Matrix
Required Modules
None requiredComponents
Standard package💻 Claude Code Installation
Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.
Please help me install this Skill: Name: debug-ml-inference Download link: https://github.com/DuqueOM/ML-MLOps-Portfolio/archive/main.zip#debug-ml-inference Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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