Data Science & ML Claudeスキル

Health Science & Clinical Research

Structures clinical research and evaluates health evidence using established evidence-based medicine frameworks like PICOT and GRADE.

Keboola Data App Developer

Develops and optimizes Streamlit data applications for the Keboola platform using a robust validate-build-verify workflow.

Skill Integration

Standardizes how AI agents discover, reference, and compose skills using a progressive disclosure architecture.

Python Execution & Management

Executes Python scripts and manages local Anaconda environments with integrated support for organized file structures and Chinese language visualization.

ML Pipeline Workflow

Orchestrates end-to-end MLOps pipelines from data preparation and model training to automated production deployment and monitoring.

Anthropic Prompt Engineer

Implements Anthropic's official prompt engineering techniques to generate, optimize, and refine prompts for high-performance Claude AI interactions.

Excel & Spreadsheet Automation

Automates the creation, editing, and analysis of Excel spreadsheets with a focus on dynamic formulas and financial modeling standards.

LLM Performance Evaluation

Implements systematic evaluation frameworks for LLM applications using automated metrics, human-in-the-loop feedback, and A/B testing.

Runware AI Provider Integration

Automates the discovery and implementation of Runware AI image and video generation models into the CreativeEditor SDK.

OpenAI Prompt Engineer

Generates and optimizes high-quality prompts for modern large language models using advanced techniques like chain-of-thought, few-shot learning, and structured formatting.

Excel Spreadsheet Operations

Automates the creation, editing, and analysis of Excel spreadsheets with support for complex formulas and industry-standard financial modeling.

LLM Router

Routes AI requests to various LLM providers including OpenAI, Grok, Groq, and DeepSeek using the SwiftOpenAI-CLI agent mode.

Anthropic Architect

Recommends the most efficient Anthropic architecture for AI projects by analyzing requirements and selecting the optimal mix of skills, agents, and SDK primitives.

AI Vendor Evaluation

Evaluates AI vendor proposals and solutions through a structured framework to mitigate risks, analyze pricing models, and guide strategic build-versus-buy decisions.

CSV Data Summarizer

Analyzes CSV files automatically to generate comprehensive statistical summaries and tailored visualizations using Python and pandas.

CSV Data Summarizer

Automates comprehensive CSV data analysis and visualization by instantly generating statistical reports and charts without requiring user prompts.

Prompt Engineering Patterns

Implements advanced prompt engineering techniques to maximize LLM performance, reliability, and controllability in production environments.

RAG Implementation Guide

Builds sophisticated Retrieval-Augmented Generation systems to ground LLM responses with external knowledge and semantic search.

AgentDB Vector Search

Implements high-performance semantic vector search for intelligent document retrieval and RAG systems using AgentDB.

LangChain Architecture Design

Architect sophisticated LLM applications using LangChain's agents, memory systems, and complex chain patterns.

AutoRegMonkey Econometrics Agent

Automates complex econometric analysis by integrating LLM planning with RAG knowledge, Stata modeling, and Python data processing.

RDKit Cheminformatics Toolkit

Provides comprehensive molecular analysis and manipulation capabilities for cheminformatics and drug discovery workflows.

Long Context Transformer Extension

Extends Transformer model context windows using RoPE, YaRN, and ALiBi techniques for processing massive documents and datasets.

Hypogenic Scientific Hypothesis Generator

Automates scientific hypothesis generation and testing by synthesizing observational data with research literature using LLMs.

Excel Analysis & Data Automation

Streamlines the analysis, transformation, and visualization of Excel spreadsheets using advanced Python libraries within Claude Code.

PyTorch FSDP Expert

Optimizes large-scale deep learning workflows using Fully Sharded Data Parallel (FSDP) techniques in PyTorch.

NCBI GEO Data Explorer

Accesses and retrieves gene expression data from the NCBI Gene Expression Omnibus (GEO) for advanced transcriptomics and genomic analysis.

COBRApy Metabolic Modeling

Performs constraint-based metabolic modeling and systems biology simulations to analyze cellular metabolism and phenotype predictions.

Scientific Python Packaging

Streamlines the creation of distributable scientific Python packages using modern pyproject.toml standards and community-best practices.

Pixi Package Manager

Manages fast, reproducible scientific Python environments by unifying conda and PyPI ecosystems within a single workflow.