---
name: batch-inference-pipeline
description: |
  Batch Inference Pipeline - Auto-activating skill for ML Deployment.
  Triggers on: batch inference pipeline, batch inference pipeline
  Part of the ML Deployment skill category.
allowed-tools: Read, Write, Edit, Bash, Grep
version: 1.0.0
license: MIT
author: Jeremy Longshore <jeremy@intentsolutions.io>
---

# Batch Inference Pipeline

## Purpose

This skill provides automated assistance for batch inference pipeline tasks within the ML Deployment domain.

## When to Use

This skill activates automatically when you:
- Mention "batch inference pipeline" in your request
- Ask about batch inference pipeline patterns or best practices
- Need help with machine learning deployment skills covering model serving, mlops pipelines, monitoring, and production optimization.

## Capabilities

- Provides step-by-step guidance for batch inference pipeline
- Follows industry best practices and patterns
- Generates production-ready code and configurations
- Validates outputs against common standards

## Example Triggers

- "Help me with batch inference pipeline"
- "Set up batch inference pipeline"
- "How do I implement batch inference pipeline?"

## Related Skills

Part of the **ML Deployment** skill category.
Tags: mlops, serving, inference, monitoring, production