Data Science & ML Claude 技能

DeepChem Cheminformatics

Applies machine learning to chemistry, biology, and materials science to predict molecular properties and design new compounds.

Model Evaluation Benchmark

Orchestrates comprehensive AI model evaluation benchmarks to measure efficiency, code quality, and workflow adherence.

Ethicist Analyst

Evaluates moral dimensions and value conflicts through rigorous ethical frameworks to guide responsible decision-making.

Anthropologist Analyst

Analyzes events and cultural systems through established anthropological frameworks and ethnographic methods.

Physicist Analyst

Evaluates technical feasibility and system dynamics using fundamental physical laws, thermodynamics, and quantitative modeling.

Epidemiologist Analyst

Analyzes disease patterns and public health events using surveillance systems, outbreak investigation methods, and mathematical modeling frameworks.

AI Model Evaluation Benchmark

Orchestrates end-to-end model evaluation benchmarks to measure efficiency, code quality, and workflow adherence across different AI models.

Urban Planner & Analyst

Analyzes urban development projects and land use through the lens of professional planning frameworks and sustainability principles.

Advanced Excel & Spreadsheet Automation

Automates the creation, editing, and analysis of professional-grade spreadsheets with precise formula management and institutional formatting.

Urban Planner Analyst

Analyzes urban development projects and spatial organization using professional planning frameworks like zoning, land use, and transit-oriented development.

Epidemiologist Analyst

Analyzes disease patterns and health events using specialized epidemiological frameworks and surveillance methods to inform public health interventions.

Chemist Analyst

Analyzes complex chemical processes and molecular structures using rigorous scientific principles and analytical techniques.

Historian Analyst

Applies rigorous historical methodologies and temporal frameworks to analyze events, identify long-term patterns, and contextualize contemporary trends.

Epidemiologist Analyst

Analyzes disease patterns, health events, and transmission dynamics using established epidemiological frameworks and mathematical modeling.

Claude Agent SDK Integration

Builds production-ready AI agents using Anthropic's official framework for tool orchestration and subagent workflows.

Model Evaluation Benchmark

Automates comprehensive AI model benchmarking and performance comparison using the Benchmark Suite V3 framework.

Urban Planner Analyst

Analyzes urban development and spatial organization using professional planning frameworks, zoning regulations, and sustainability metrics.

Economist Analyst

Analyzes events and policies using rigorous economic frameworks and multiple schools of thought to uncover market dynamics and incentive structures.

Political Science Analyst

Analyzes global events, policy changes, and power dynamics using established political science frameworks and international relations theories.

PyTorch Geometric (PyG)

Simplifies the development and training of Graph Neural Networks (GNNs) for deep learning on irregular and relational data structures.

ChEMBL Database for Drug Discovery

Queries ChEMBL's vast database of bioactive molecules and drug discovery data for medicinal chemistry research.

Physicist Analyst

Analyzes systems and technological feasibility using fundamental laws of physics and quantitative modeling.

Environmentalist Analyst

Provides expert ecological analysis and sustainability assessments using systems thinking and conservation biology principles.

Political Science Analyst

Analyzes global events and policy changes using established political science frameworks and theoretical models.

Pysam Bioinformatics Toolkit

Simplifies genomic data processing by providing a Pythonic interface for reading, writing, and manipulating SAM, BAM, CRAM, and VCF files.

FlowIO Flow Cytometry Handler

Parses and manipulates Flow Cytometry Standard (FCS) files to extract event data as NumPy arrays and manage metadata.

GWAS Catalog Explorer

Queries the NHGRI-EBI GWAS Catalog for genetic variants, SNP-trait associations, and summary statistics to support genetic epidemiology research.

Environmentalist Analyst

Analyzes complex events and policies through the lens of ecological science, sustainability frameworks, and conservation biology to evaluate environmental impact.

pyOpenMS Proteomics Toolkit

Processes mass spectrometry data for proteomics and metabolomics analysis using the pyOpenMS library.

Advanced Excel & Spreadsheet Manager

Automates complex spreadsheet creation, editing, and financial modeling with dynamic formulas and industry-standard formatting.