Data Science & ML Claudeスキル

KINTSUGI SLURM Workflow Guide

Guides users through a comprehensive 10-step pipeline for processing multiplex imaging data on SLURM-managed HPC clusters.

Slurm Concurrent GPU+CPU Processing

Maximizes HPC throughput by orchestrating concurrent GPU and CPU batch processing across multiple SLURM accounts.

Synapse Result Schemas

Provides standardized, type-safe result schemas for Synapse SDK plugin actions to ensure consistent data output and validation.

Synapse Plugin Execution

Facilitates the programmatic execution and discovery of Synapse plugins across local and distributed environments.

Synapse Config YAML Guide

Guides developers in configuring Synapse plugin metadata, action definitions, and runtime environments for seamless tool integration.

CZ CELLxGENE Census Analysis

Queries and analyzes millions of standardized single-cell genomics data points from the CZ CELLxGENE Census for population-scale biological research.

Synapse Specialized Actions

Streamlines Machine Learning workflows with specialized base classes for training, inference, data export, and deployment.

Synapse Action Development

Streamlines the creation of Synapse plugin actions using function-based and class-based patterns with built-in Pydantic validation.

Synapse File Conversion

Converts incompatible image, video, and audio formats into supported extensions for seamless data collection uploads.

Executing HEC-HMS Runs

Automates HEC-HMS hydrologic simulations with support for parallel batch processing and multi-version compatibility.

Synapse Upload Workflow

Streamlines complex file uploads and metadata mapping to Synapse data collections across local and cloud storage providers.

Denmark Statistics Subject Explorer

Navigates and explores the Denmark Statistics (DST) subject hierarchy to discover specific fact tables and data categories.

Hugging Face Dataset Creator

Streamlines the creation, configuration, and management of diverse datasets on the Hugging Face Hub directly from your development environment.

ArXiv Paper Reader

Downloads, parses, and summarizes ArXiv research papers by analyzing their raw LaTeX source code for deep technical insights.

Gemini Real Adapter

Facilitates direct integration with the Google Gemini API for multi-modal content handling and context management within multi-model infrastructures.

RDKit Cheminformatics

Enables advanced molecular analysis, chemical property calculation, and 3D coordinate generation using the RDKit toolkit.

Advanced Excel & Financial Modeling

Automates professional spreadsheet creation, data analysis, and financial modeling with rigorous formula integrity and industry-standard formatting.

CSV Data Analyzer

Analyzes CSV datasets using Python pandas to extract statistical insights, detect patterns, and identify data quality issues.

Excel & Data Spreadsheet Specialist

Automates complex spreadsheet creation, data analysis, and financial modeling with professional-grade formatting and formula integrity.

Cognitive Baseline Evaluator

Evaluates AI alignment and protocol adherence through the Joseph Cognitive Baseline v2.1 test suite.

REDUCE CRACK Equation Solver

Solves overdetermined algebraic, ODE, and PDE systems using the CRACK package in the REDUCE computer algebra system.

Gemini CLI Integration

Integrates Google's Gemini models into the Claude Code workflow to handle massive context windows and multimodal file processing.

AI Multimodal Processing

Leverages Google Gemini API to process and analyze audio, video, images, and documents directly within Claude.

System Prompt Engineering

Architects high-impact system prompts to define agent identity, rules, and behavior patterns for custom AI assistants.

Dynamic Budget Orchestrator SBI

Orchestrates AI execution phases to ensure deterministic outputs and efficient resource management within AGI environments.

RAG Systems Development

Builds robust Retrieval-Augmented Generation (RAG) pipelines for grounded AI responses using vector stores and embeddings.

Schwab Market Data Snapshot

Synchronizes and caches comprehensive Charles Schwab market data, including account status, real-time quotes, and option chains for trading agents.

Insight-Pilot Literature Research

Automates the literature research workflow by aggregating, deduplicating, and analyzing papers, code repositories, and technical blogs.

REDUCE Lie Symmetry Analysis

Automates Lie group symmetry analysis for differential equations using the ReLie package in the REDUCE Computer Algebra System.

Slipstream LLM Finetuning

Optimizes large language models to communicate natively through the Slipstream inter-agent protocol using efficient finetuning workflows.