Imported from jeremylongshore/tons-of-skills-marketplace (skills/08-ml-deployment/batch-inference-pipeline/SKILL.md). Install upstream with npx skills add jeremylongshore/tons-of-skills-marketplace --skill batch-inference-pipeline. Copyright stays with the author (MIT).

Batch Inference Pipeline

Name: batch-inference-pipeline
Author: jeremylongshore

Overview

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.

Instructions

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

Examples

Example: Basic Usage Request: "Help me with batch inference pipeline" Result: Provides step-by-step guidance and generates appropriate configurations

Prerequisites

Relevant development environment configured
Access to necessary tools and services
Basic understanding of ml deployment concepts

Output

Generated configurations and code
Best practice recommendations
Validation results

Error Handling

Error	Cause	Solution
Configuration invalid	Missing required fields	Check documentation for required parameters
Tool not found	Dependency not installed	Install required tools per prerequisites
Permission denied	Insufficient access	Verify credentials and permissions

Resources

Official documentation for related tools
Best practices guides
Community examples and tutorials

Related Skills

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

{ "ocm": "1", "id": "jeremylongshore-tons-of-skills-marketplace-batch-inferen-06d496", "kind": "skill", "name": "batch-inference-pipeline", "description": "Execute batch inference pipeline operations. Auto-activating skill for ML Deployment. Triggers on: batch inference pipeline, batch inference pipeline Part of the ML Deployment skill category. Use when working with batch inference pipeline functionality. Trigger with phrases like \"batch inference pipeline\", \"batch pipeline\", \"batch\".", "publisher": "jeremylongshore", "version": "1.0.0", "capabilities": { "domains": [ "general" ], "tags": [ "skill-md", "ai", "mlops", "skills-sh" ], "languages": [ "en" ] }, "quality_prior": 0.6, "examples": [ "Execute batch inference pipeline operations. Auto-activating skill for ML Deployment. Triggers on: batch inference pipeline, batch inference pipeline Part of the ML Deployment skill category. Use when working with batch inference pipeline functionality. Trigger with phrases like \"batch inference pipeline\", \"batch pipeline\", \"batch\"." ], "primary": false, "metadata": { "source": { "provider": "skills.sh", "repository": "https://github.com/jeremylongshore/tons-of-skills-marketplace", "path": "skills/08-ml-deployment/batch-inference-pipeline/SKILL.md", "ref": "HEAD", "url": "https://github.com/jeremylongshore/tons-of-skills-marketplace/blob/HEAD/skills/08-ml-deployment/batch-inference-pipeline/SKILL.md", "key": "jeremylongshore/tons-of-skills-marketplace/skills/08-ml-deployment/batch-inference-pipeline/SKILL.md" }, "compatibility": "Designed for Claude Code", "allowed_tools": [ "Read,", "Write,", "Edit,", "Bash(cmd:*),", "Grep" ], "license": "MIT" }, "instructions": "# Batch Inference Pipeline\n\n## Overview\n\nThis skill provides automated assistance for batch inference pipeline tasks within the ML Deployment domain.\n\n## When to Use\n\nThis skill activates automatically when you:\n- Mention \"batch inference pipeline\" in your request\n- Ask about batch inference pipeline patterns or best practices\n- Need help with machine learning deployment skills covering model serving, mlops pipelines, monitoring, and production optimization.\n\n## Instructions\n\n1. Provides step-by-step guidance for batch inference pipeline\n2. Follows industry best practices and patterns\n3. Gener", "cost": { "context_tokens": 425 } }

batch-inference-pipeline

About