Data Science & ML Claude 技能

Clinical Decision Support Generator

Generates professional, biomarker-stratified clinical decision support documents and treatment recommendation reports for pharmaceutical and clinical research.

QuTiP Quantum Simulation

Simulates and analyzes open quantum systems, master equations, and decoherence using the Quantum Toolbox in Python.

Plotly Visualization

Generates interactive, publication-quality Python charts and dashboards for data exploration and presentation.

Scientific Slide Creator

Builds visually engaging, research-backed scientific presentations and slide decks for academic and professional talks.

Cirq Quantum Computing

Builds, simulates, and executes quantum circuits on Google Quantum AI hardware and cloud providers.

Imaging Data Commons

Queries and downloads large-scale public cancer imaging datasets from the NCI Imaging Data Commons for AI training and medical research.

Qiskit Quantum Framework

Builds, optimizes, and executes quantum circuits on IBM Quantum hardware and high-performance simulators using the world's most popular SDK.

BRENDA Enzyme Database Integration

Provides comprehensive access to the BRENDA enzyme database for retrieving kinetic parameters, reaction stoichiometry, and organism-specific biochemical data.

MATLAB/Octave Scientific Computing

Performs advanced numerical computing, matrix operations, and scientific visualization using MATLAB and GNU Octave syntax.

Neuropixels Neural Analysis

Analyzes high-density Neuropixels recordings with automated preprocessing, spike sorting, and AI-assisted quality curation.

China A-Share Market Data (AkShare)

Provides comprehensive China A-share financial data including real-time quotes, historical K-lines, and corporate announcements via the AkShare library.

Market Research Reports

Generates comprehensive, 50+ page professional market research reports using consulting-grade strategic frameworks and LaTeX formatting.

Genre Skill Builder

Generates custom writing skills by performing systematic genre analysis on a corpus of academic article sections.

Interview Write-Up

Guides the drafting of rigorous, argument-driven methods and findings sections for qualitative sociological research.

Sociology Case Justification Writer

Drafts and optimizes case justification sections for sociology articles based on empirical analysis of top-tier journal conventions.

Sociology Methods Writer

Drafts publication-ready sociology Methods sections for interview-based research using benchmarks from top-tier academic journals.

Interview Analyst

Conducts systematic qualitative analysis of interview data for sociological research using theory-informed or data-first methodologies.

Causal DAG Development

Develops and renders publication-ready causal directed acyclic graphs (DAGs) from research questions and social science literature.

Computational Text Analyst

Guides social science researchers through systematic computational text analysis using R and Python workflows.

R Statistical Research Analyst

Conducts rigorous, publication-ready R statistical analysis for social science research using a systematic, phased workflow.

Lit Writeup: Sociology Research Assistant

Drafts publication-ready Theory and Literature Review sections for sociology journal articles based on empirical field norms.

Peer Reviewer for Researchers

Simulates scholarly peer reviews by grounding critiques in specific theoretical and methodological perspectives retrieved from Zotero.

Literature Synthesis & Analysis

Synthesizes academic literature corpora into theoretical maps and debate frameworks using Zotero integration.

Stata Statistical Analyst

Guides researchers through rigorous, publication-ready quantitative social science workflows using phased Stata analysis.

Drug Discovery Search

Accelerates pharmaceutical research by enabling semantic natural language search across ChEMBL, DrugBank, Open Targets, and FDA drug labels.

Abductive Qualitative Analyst

Guides researchers through systematic, theory-driven qualitative interview analysis to identify anomalies and generate novel theoretical insights.

PubMed Search

Searches the PubMed biomedical database using natural language queries and semantic retrieval for full-text literature access.

BioRxiv Scientific Search

Enables natural language semantic search across the complete bioRxiv database of biological science preprints.

Clinical Trials Search

Enables natural language searching of ClinicalTrials.gov to find study outcomes, recruitment status, and medical intervention data.

arXiv Search

Performs semantic, natural language searches across the complete arXiv preprint archive for physics, math, and computer science research.