Data Science & ML Claude 技能

Council Consultation Ensemble

Leverages a multi-model ensemble to provide diverse, parallel insights from GPT, Gemini, and Claude for complex problem-solving.

Modelica Multi-Domain Modeling

Simulates complex physical systems using acausal equation-based modeling and Wolfram Language integration.

Yang-Baxter Integrability

Implements Yang-Baxter equation calculus for quantum integrable systems, R-matrix verification, and vertex model weight computation.

Ordered Locale Fanout

Orchestrates triadic parallel agent dispatch with deterministic seeding and voice-specific locales for high-performance Apple Silicon workflows.

Structured Decompositions for Julia

Facilitates solving sheaf-based decision problems and managing structured decompositions within the AlgebraicJulia ecosystem.

Pysam Genomic Toolkit

Manipulates and analyzes genomic datasets including SAM, BAM, VCF, and FASTA files using a Pythonic interface to htslib.

FlowIO Flow Cytometry Handler

Parses and manipulates Flow Cytometry Standard (FCS) files, enabling seamless conversion to NumPy arrays and DataFrames for biological data analysis.

IES-Flox Development Environment

Provides a focused development environment for Clojure, Julia, and Python scripting integrated with high-performance media processing and deterministic coloring.

BioRxiv Research Database

Searches and retrieves life sciences preprints from the bioRxiv database with support for metadata extraction and PDF downloads.

Haskell Diagrams DSL

Generates complex declarative vector graphics and scientific visualizations using the Haskell Diagrams embedded domain-specific language.

Mojo SIMD Optimization

Optimizes Mojo tensor and array operations using SIMD vectorization to maximize computational throughput on modern hardware.

Birkhoff Average

Calculates time averages of observables along trajectories to analyze qualitative behavior and stability in dynamical systems.

Meta Prompt Creator

Generates high-performance, structured prompts for LLMs using research-backed techniques like XML tagging, few-shot examples, and chain-of-thought reasoning.

Clinical Decision Support

Generates professional, publication-ready clinical decision support documents and biomarker-stratified cohort analyses for pharmaceutical and clinical research.

GMRA Multi-Resolution Analysis

Performs high-dimensional geometric multi-resolution analysis with deterministic local reconstructability across MATLAB, Julia, and Python.

Hylang Message Regime Analyzer

Analyzes and predicts message stream patterns using triadic GF(3) classification and Hylang-based regime detection.

Scanpy Single-Cell RNA-seq Analysis

Performs comprehensive single-cell transcriptomics workflows including quality control, clustering, and trajectory inference using the Scanpy Python framework.

Design Experiment

Guides the planning, parameter selection, and documentation of LLM fine-tuning and evaluation experiments.

Gemini Deep Think

Delegates complex architectural and algorithmic challenges to Gemini for multi-hypothesis reasoning and deep analysis.

Chaotic Attractor Dynamics

Analyzes complex dynamical systems and strange attractors with sensitive dependence on initial conditions.

UniProt Protein Database Access

Accesses the UniProt REST API to perform comprehensive protein searches, sequence retrieval, and cross-database identifier mapping.

Gemini Code Analysis

Analyzes large codebases and complex documentation using Gemini 2.5 Pro's massive 1M token context window.

Gesture Hypergestures

Implements Mazzola's topological gesture theory to model continuous performance curves and expressive transitions.

L-Space Narrative & Causality Analyzer

Extracts narrative arcs, measures token novelty, and generates causality graphs from text and code repositories.

Senior Data Scientist

Empowers developers with expert-level statistical modeling, experiment design, and production-grade machine learning workflows.

Geniml Genomic ML

Applies machine learning to genomic interval data for training region embeddings, analyzing scATAC-seq, and building consensus peak universes.

PufferLib Reinforcement Learning

Accelerates reinforcement learning workflows through high-performance parallel environment simulation and optimized PPO training.

scikit-bio Bioinformatics Toolkit

Processes and analyzes biological data using scikit-bio for sequence alignment, phylogenetics, and microbiome diversity studies.

PyDESeq2 Gene Expression Analysis

Performs comprehensive differential gene expression analysis on bulk RNA-seq data using the PyDESeq2 framework.

OMERO Microscopy Data Management

Integrates Claude with the OMERO platform to manage, analyze, and automate bioimaging data workflows using the Python API.