Data Science & ML Claude 技能

Strategy Optimization for Finance

Implements a systematic methodology for diagnosing, refining, and validating trading strategies to improve win rates and returns.

Math Intelligence Router

Orchestrates complex mathematical computations by deterministically routing natural language requests to specialized CLI tools for symbolic math, logic, and geometry.

PyTorch Docstring Writer

Generates and updates professional PyTorch-style docstrings using Sphinx and reStructuredText conventions.

Reference Indexer

Indexes and manages external reference documents to power Retrieval-Augmented Generation (RAG) for domain-specific AI workflows.

Research & Professional Analysis

Provides structured methodologies and frameworks for market research, competitor analysis, and professional data synthesis.

Stock Picker

Screens and analyzes stocks using quantitative multi-factor models to identify high-potential investment opportunities.

Scientific Schematics

Generates publication-quality scientific diagrams and technical schematics with automated AI quality review and smart iteration.

Project Designer

Transforms initial software concepts into comprehensive, well-architected technical designs and implementation roadmaps.

LangGraph Python Expert

Architects and implements sophisticated, stateful multi-agent LLM applications using LangGraph and Python.

Scientific Visualization for Publication

Generates journal-ready, publication-grade figures and statistical visualizations using colorblind-safe palettes and professional layouts.

BRENDA Enzyme Database Integration

Accesses the BRENDA database via SOAP API to retrieve kinetic parameters, reaction equations, and organism-specific enzyme data for biochemical research.

Scanpy Single-Cell Analysis

Analyzes single-cell RNA-seq data with standardized workflows for quality control, clustering, and cell type annotation.

CZ CELLxGENE Census Analysis

Facilitates programmatic access to over 61 million standardized single-cell genomics data points for advanced querying and analysis.

Market Research Report Generator

Generates comprehensive, 50+ page professional market research reports with consulting-grade analysis and high-fidelity visualizations.

Scientific Critical Thinking & Research Rigor

Evaluates scientific research rigor by assessing methodology, statistical validity, and bias through established frameworks like GRADE and Cochrane ROB.

AI & Emerging Technologies

Builds sophisticated AI-powered applications and blockchain solutions using modern LLMs, machine learning frameworks, and Web3 technologies.

Data Science & AI Setup

Configures and optimizes Linux-based data science and machine learning environments with full hardware acceleration support.

Prompt Engineering Standards

Optimizes LLM performance and context efficiency using Anthropic-inspired prompt engineering and signal-to-noise optimization principles.

Excel & Financial Modeling

Creates and manages professional spreadsheets with dynamic formulas, financial formatting standards, and advanced data analysis capabilities.

Google ADK Python

Builds, evaluates, and deploys sophisticated AI agents and multi-agent workflows using Google’s open-source Agent Development Kit.

AI Multimodal Processing

Processes, analyzes, and generates audio, video, image, and document content using Google Gemini's powerful multimodal API.

arXiv Research Terminal

Fetches, searches, and manages academic papers from arXiv through a local CLI-based database.

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.

ML Model Deployment Helper

Automates the transition of trained machine learning models into production-ready API services and scalable cloud environments.

Prompt Engineering Patterns

Optimizes LLM performance and reliability through advanced prompt engineering techniques and structured reasoning patterns.

Gemini Image Generator

Generates and transforms high-quality images using Google's Gemini models through customizable Python scripts.

Lattice Spatial-Collective

Implements a decentralized context-sharing protocol for multi-agent systems using cryptographic sharding and Byzantine fault tolerance.

Claude Model Selection

Guides the selection of the optimal Claude model for custom agent tasks based on cost, speed, and reasoning requirements.

Scientific Publication Plotting

Generates publication-quality scientific visualizations using TMLR styling and LaTeX rendering for research and academic reports.