This skill enables an agent to design, implement, and manage production-grade machine learning pipelines. It provides a structured approach to coordinating complex ML workflows, ensuring that data ingestion, preprocessing, training, evaluation, and deployment happen in the correct sequence with robust error handling.
Use this skill when you need to automate multi-step ML processes, schedule periodic model retraining, manage distributed training tasks across clusters, or implement complex task dependencies and retry logic for failure recovery in ML pipelines.
Suitable for any agent with shell and file system access capable of managing Python environments and deploying Docker containers (e.g., Claude Code, Codex, Goose).
This skill has not been reviewed by our automated audit pipeline yet.
Markov Chain Modeling
Build and analyze discrete or continuous Markov chains: transition matrices, state classification, stationary distributions, and mean first-passage times.
Build Parameterized Report
Generate multiple customized reports from one Quarto or R Markdown template by supplying parameter sets and automating batch renders.
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Author a multi-agent team composition file (coordination pattern, members, tasks, CONFIG block) for the Agent Almanac teams registry.
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Create a Quarto-based, self-contained travel report (HTML/PDF) with embedded maps, daily itineraries, logistics tables, and accommodation/transport details for
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Set up MLflow experiment tracking: server, autologging, artifact storage, run comparison and lifecycle management for reproducible ML workflows.
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Insert PUT-style workflow annotations into source files (30+ languages) to generate structured workflows and Mermaid diagrams using putior.
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Practical, step-by-step guidance for cutting gemstones (cabochon or faceted): assessment, orientation, dopping, grit sequence, and basic faceting angles.
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Design and optimize an HPLC method (RP, NP, IC, HILIC) including column selection, mobile phase, gradient, and detection for robust analytical separations.
Create Team
Create a reusable multi-agent team definition (YAML + human docs) that standardizes coordination, task decomposition, and activation for Claude Code-style workf
Bonsai Cultivation (de)
Comprehensive German-language guide for bonsai care: species selection, pruning, wiring, repotting, seasonal maintenance and contemplative pre-check rituals.