Data Science & ML Claude 技能

Excel & Spreadsheet Management

37

Automates professional spreadsheet creation, editing, and data analysis with a focus on formula integrity and financial modeling standards.

Advanced Excel & Spreadsheet Manager

37

Enables comprehensive spreadsheet creation, editing, and professional financial modeling using Python and LibreOffice.

Spreadsheet Automation & Financial Modeling

37

Automates the creation, editing, and analysis of professional spreadsheets with advanced formula support and industry-standard financial modeling.

XLSX & Spreadsheet Agent

37

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

Stable Diffusion Expert

37

Masters AI image generation with expert guidance on prompt engineering, model configuration, and parameter optimization.

Spring AI Alibaba Integration

37

Integrates Alibaba Cloud DashScope AI services into Spring applications using the Spring AI framework.

CocoIndex AI Data Framework

37

Builds real-time data transformation pipelines and vector search indexes for AI applications.

Advanced Excel & Financial Modeling

37

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

Prompt Optimizer

36

Crafts high-quality, structured AI prompts through collaborative architectural design and advanced engineering techniques like Chain-of-Thought and Step-Back prompting.

Analyzing AORC Precipitation

35

Automates the retrieval and processing of AORC historical data and Atlas 14 design storms for HEC-RAS and HEC-HMS hydrological models.

HEC-RAS Geometry Parser

35

Parses and modifies HEC-RAS plain text geometry files using a Python API designed for hydraulic modeling automation.

LangChain4j Vector Stores Configuration

34

Configures and optimizes LangChain4j vector stores for RAG applications, enabling seamless semantic search and embedding storage in Java environments.

CocoIndex Data Pipelines

32

Builds ultra-performant real-time ETL pipelines for AI indexing, vector search, and incremental data processing.

ML & Computer Vision Specialist

32

Provides specialized guidance for designing machine learning systems, computer vision pipelines, and production-ready AI architectures.

Excel Spreadsheet Management & Analysis

31

Automates the creation, editing, and analysis of professional Excel spreadsheets with advanced formula support and financial modeling standards.

Prompt Analyzer

31

Analyzes generated AI prompts to provide structural insights, style comparisons, and data-driven optimization recommendations.

Prompt Engineering

31

Creates and optimizes advanced prompts using patterns like few-shot learning, chain-of-thought, and system prompt design to significantly improve LLM performance.

Golden Dataset Validator

29

Ensures the integrity and quality of AI evaluation datasets through automated schema validation, duplicate detection, and coverage analysis.

LangGraph Routing Patterns

29

Implements dynamic, state-based routing and retry logic for complex LangGraph AI agent workflows.

LangGraph State Management

29

Implements robust state management patterns for LangGraph workflows using TypedDict, Pydantic, and custom reducers.

LangGraph Supervisor Pattern

29

Coordinates complex multi-agent workflows using a central supervisor to route tasks among specialized LangGraph workers.

LangGraph Human-in-the-Loop

29

Implements robust human-in-the-loop patterns for LangGraph workflows to enable manual review gates and approval-based agent supervision.

Ollama Local Inference

29

Enables high-performance local LLM execution for cost-effective, private, and offline AI-powered development.

Golden Dataset Curation

29

Automates the curation and quality validation of high-fidelity evaluation datasets using multi-agent analysis pipelines.

HyDE Semantic Retrieval

29

Enhances RAG retrieval accuracy by generating hypothetical answer documents to bridge vocabulary gaps in semantic search.

Multi-Agent Orchestration

29

Coordinates multiple specialized AI agents using architectural patterns like fan-out/fan-in, supervisors, and synthesis for complex task execution.

LLM Function Calling & Tool Use

29

Implements production-ready tool-use patterns and structured output schemas for LLMs using the latest industry standards.

Query Decomposition

29

Decomposes complex multi-concept queries into independent searchable terms to optimize retrieval accuracy and coverage in RAG pipelines.

LangGraph Functional API

29

Builds complex AI workflows using decorator-based patterns for parallel execution, persistence, and human-in-the-loop interactions.

Semantic Caching for LLMs

29

Optimizes LLM performance and reduces API costs by implementing Redis-powered semantic similarity caching.