Data Science & ML Claude 技能

AgentDB Learning Plugins

Implements nine reinforcement learning algorithms to train autonomous agents that improve through experience.

AgentDB Memory Patterns

Implements high-performance persistent memory and context management for AI agents using AgentDB and vector storage.

AutoML Pipeline Builder

Automates the end-to-end machine learning lifecycle including data preprocessing, model selection, and hyperparameter optimization.

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.

Abductive Qualitative Analyst

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

Interview Analyst

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

Genre Skill Builder

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

FRED Economic Data

Accesses and analyzes over 800,000 economic time series from the Federal Reserve Bank of St. Louis.

Imaging Data Commons

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

BRENDA Enzyme Database Integration

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

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.

MATLAB/Octave Scientific Computing

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

Scientific Slide Creator

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

Scientific Schematics & Diagrams

Generates publication-quality scientific diagrams and architectural schematics using AI-driven iterative refinement.

PennyLane Quantum ML

Facilitates the development and training of quantum machine learning models using automatic differentiation and hybrid quantum-classical workflows.

GeoPandas Geospatial Analysis

Extends pandas with spatial operations for managing, analyzing, and visualizing vector geographic data types.

K-Dense Web AI Research Assistant

Connects Claude to the K-Dense Web AI co-scientist platform for executing complex, end-to-end scientific research workflows.

Spreadsheet & Data Analysis

Automates the creation, editing, and analysis of professional spreadsheets with support for complex formulas, data visualization, and industry-standard formatting.

Research Information Lookup

Conducts real-time academic and technical research using Perplexity Sonar models via OpenRouter to provide cited findings, statistical data, and deep analytical reasoning.

Rowan Computational Chemistry

Automates complex quantum chemistry workflows and molecular simulations through a high-level cloud-based Python API.

ML Data Pipeline Architecture

Optimizes ML data workflows using Polars, Arrow, and ClickHouse for high-performance, memory-efficient pipeline development.

ML Fail-Fast Validation

Implements validation patterns to catch machine learning errors early and prevent wasted GPU resources during long-running experiments.

Local LLM Integration

Deploys and integrates privacy-focused local large language models with Ollama, LocalAI, and Home Assistant.

Claude Vision & Multimodal

Enables advanced visual analysis, OCR-style text extraction, and multi-page document processing within Claude.

Claude Citations & RAG Retrieval

Implements document-based citations and Retrieval-Augmented Generation (RAG) patterns to ensure grounded, verifiable AI responses.

Paper Reference Assistant (papi)

Manages a local research paper database to extract equations, summaries, and context for grounding AI-generated code in scientific literature.

Statsmodels Statistical Analysis

Provides expert patterns for rigorous statistical modeling, econometrics, and hypothesis testing within Claude Code.

Target Leakage Detection

Detects and prevents data leakage in machine learning feature sets to ensure model performance generalizes to production.