Agent skill · software engineering · aiskillstore
ml-expert
Implement machine learning solutions including model architectures, training pipelines, optimization strategies, and performance improvements. This skill spawns a specialist ML implementation agent...
Why this skill is useful
Adds specialized ML implementation capabilities with executable code for model architectures and training pipelines that the AI cannot generate on its own.
What it needs
Requires pytorch installed locally. About 4k tokens when loaded. Last updated 2026-08-07. 405 stars on the source repository.
What this skill does
ML Expert - Machine Learning Implementation Specialist Version: 1.0.0 Type: Agent-based skill with SDK implementation Domain: Machine learning model implementation, training, and optimization Description Implement machine learning solutions including model architectures, training pipelines, optimization strategies, and performance improvements. This skill spawns a specialist ML implementation agent with deep expertise in PyTorch, deep learning architectures, training techniques, and production ML systems. Use this skill when implementing new ML models, fixing training issues, optimizing performance, implementing research papers, or building production ML pipelines. Triggers This skill activates when users request: "Implement this ML architecture" "Fix the training code" "Optimize model performance" "Implement [paper/technique]" "Build a training pipeline for..." "Add [feature] to the model" "Improve inference speed" Skill Architecture Skill Layer (Lightweight) The skill handles: 1. Detection: Identify ML implementation requests 2. Context Gathering: Collect requirements, existing code, constraints 3. Agent Spawning: Invoke ML expert specialist with context 4. Result Processing: Validate and format implementation Agent Layer (Specialist) The ML expert agent handles: 1. Architecture Design: Create model structures following best practices 2. Implementation: Write production-quality PyTorch code 3. Optimization: Apply performance improvements and best practices 4. …
How to use it
Reference it in AdaL, Claude Code, Cursor or any coding agent — nothing to install:
@skills aiskillstore/ml-expert