Data Science & ML Claude 技能

R Package Lifecycle Management

Manage R package function and argument lifecycles using Tidyverse principles and the lifecycle package.

Data Visualization

Provides comprehensive guidance on visual encoding, chart selection, and technical implementation for building accessible, high-performance data representations.

Data Analysis

Performs comprehensive data cleaning, statistical analysis, and professional visualization using Python and pandas.

MiniMax Image Understanding for OpenClaw

Integrates MiniMax's advanced image analysis capabilities into the OpenClaw platform for detailed visual interpretation and recognition.

Machine Learning Discovery Gateway

Automatically identifies and activates specialized machine learning and AI development skills within Claude Code.

Discover Information Retrieval (IR) Skills

Automates the discovery and activation of specialized Information Retrieval and search engine optimization skills for advanced data tasks.

Claude Prompt Engineer

Optimizes AI interactions by applying Anthropic's official prompt engineering best practices to improve accuracy, consistency, and structure.

Claude Prompt Engineer

Optimizes and structures prompts for Claude using Anthropic’s official best practices and advanced design patterns.

China Stock Analysis

Analyzes China A-share stocks using value investing principles and comprehensive financial data screening.

Data Scientist

Streamlines the machine learning lifecycle by automating algorithm selection, advanced feature engineering, and rigorous statistical experimentation.

Agent Designer

Designs sophisticated multi-agent system architectures, orchestration patterns, and robust tool schemas for autonomous AI workflows.

MLOps Engineer

Automates machine learning lifecycles by implementing robust pipelines, production-grade model serving, and continuous monitoring.

Financial Analyst

Performs professional financial modeling, DCF valuation, and budget variance analysis to drive data-led strategic decision-making.

RAG Architect

Designs, implements, and optimizes production-grade Retrieval-Augmented Generation (RAG) pipelines for high-performance AI applications.

arXiv Viewer for Claude

Search, download, and read academic papers from arXiv directly within Claude using a hybrid API and web scraping approach.

DeepEar Analysis

Performs deep research and automated financial signal tracking to identify market trends and structured insights.

People Analytics & HR Insights

Optimizes workforce management through data-driven insights, predictive attrition modeling, and automated HR metric analysis.

Pandas Pro

Optimizes data manipulation and analysis workflows using high-performance, vectorized pandas patterns.

ML Pipeline Engineering

Orchestrates production-grade machine learning workflows, including feature engineering, automated training, and MLOps lifecycle management.

LLM Fine-Tuning Expert

Optimizes large language models through parameter-efficient fine-tuning, automated dataset preparation, and production-grade performance benchmarking.

Spark Engineer

Optimizes and builds high-performance distributed data processing pipelines using Apache Spark and PySpark.

Prompt Engineer

Designs, optimizes, and evaluates high-performance LLM prompts using advanced techniques like chain-of-thought and few-shot learning.

Financial Modeling Workflow

Builds validated, institutional-grade financial models including DCF, LBO, and M&A valuations with comprehensive scenario analysis.

Financial Analysis Workflow

Conducts rigorous, audit-ready financial analysis including ratio, trend, and variance assessments through a structured 5-phase workflow.

Agent Brain Configuration

Streamlines the installation, provider configuration, and initialization of the Agent Brain RAG system for local or cloud-based document search.

Prompt Engineer

Crafts high-quality AI instructions using the Genius Intern framework to maximize LLM performance and clarity.

GEPA Prompt Optimizer & DSPy Guide

Optimizes LLM prompts using the GEPA algorithm and DSPy framework with integrated observability and Pareto-based performance tuning.

RAG Chunking Strategy

Implements optimal document chunking strategies to enhance RAG system retrieval accuracy and maintain semantic context.

LangChain4j AI Services

Builds type-safe, declarative AI services using LangChain4j patterns and Java interfaces with minimal boilerplate code.

AWS Bedrock AgentCore Assistant

Deploys and manages AI agents using the AWS Bedrock AgentCore suite of services for scaling, memory, and tool integration.