Data Science & ML Claude 技能

Qiskit Quantum Computing

Builds, optimizes, and executes quantum circuits and algorithms across various hardware providers and simulators.

Hardhat R Modeling Infrastructure

Standardizes the creation of R modeling packages by providing consistent preprocessing interfaces and output formatting patterns.

LangGraph Master Agent Builder

Facilitates the end-to-end development of sophisticated AI agents and stateful workflows using the LangGraph framework.

PyDESeq2 Analysis

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

Dask Parallel Computing

Enables parallel and distributed computing for Python data science workflows to process datasets larger than available memory.

Seaborn Statistical Visualization

Generates professional, publication-quality statistical graphics and complex multi-panel data visualizations using Python's Seaborn library.

scvi-tools for Single-Cell Analysis

Facilitates advanced probabilistic modeling and analysis of single-cell omics data using deep generative models.

Excel Data Analysis & Manipulation

Automates the analysis, processing, and visualization of Excel spreadsheets using Python-based data science libraries.

Mass Spectrometry Analysis with PyOpenMS

Analyzes mass spectrometry data for proteomics and metabolomics workflows using the PyOpenMS library.

Scikit-learn ML Suite

Streamlines machine learning workflows in Python by providing expert guidance on scikit-learn algorithms, data preprocessing, and production-ready pipelines.

Tidymodels Overview for R

Streamlines machine learning workflows in R using the consistent and modular tidymodels ecosystem.

R Metaprogramming with rlang

Manipulates R expressions and builds dynamic code using rlang's defuse and inject mechanics.

Histolab Pathology Toolkit

Processes and prepares whole slide pathology images for deep learning and digital pathology workflows.

Complex R Targets Pipelines

Orchestrates advanced R data pipelines using complex branching patterns, custom target factories, and efficient iteration strategies.

Excel & Financial Modeling

Automates the creation, editing, and analysis of professional-grade Excel spreadsheets with precise formula management and financial modeling standards.

Tidy R Function Design

Designs and reviews R function APIs to ensure they are predictable, pipe-friendly, and follow Tidy Design Principles.

R ggplot2 Data Visualization

Streamlines R data visualization workflows with expert guidance on ggplot2 4.0 features and grammar of graphics implementation.

Molfeat Molecular Featurization

Converts chemical structures into numerical representations for machine learning using over 100 specialized featurizers and pretrained models.

PufferLib RL Framework

Develops high-performance reinforcement learning systems with optimized PPO training, vectorized simulations, and multi-agent support.

Excel & Spreadsheet Expert

Creates, modifies, and analyzes Excel spreadsheets with production-grade formulas, professional formatting, and financial modeling standards.

Hydrological Forecasting Suite

Performs hydrological modeling and streamflow forecasting using Julia-based classical and machine learning models.

DeepChem Molecular ML

Simplifies molecular machine learning workflows for drug discovery, property prediction, and materials science using DeepChem's specialized toolsets.

AI Prompting Standards

Optimizes AI agent performance through Anthropic-based context engineering and prompt structure standards.

PennyLane Quantum Computing

Develops and optimizes quantum machine learning models and circuits across multiple hardware platforms using automatic differentiation.

deepTools NGS Analysis

Processes and visualizes high-throughput sequencing data to generate publication-quality genomic insights and quality control reports.

Julia HydroTools

Provides specialized functions for hydrological modeling and climate data processing within the Julia environment.

Statistical Analysis for Research

Performs comprehensive statistical hypothesis testing, regression analysis, and Bayesian modeling with automated assumption checking and APA-style reporting.

Stable Baselines3 Reinforcement Learning

Implements and optimizes reinforcement learning workflows using Stable Baselines3 to train reliable RL agents and design custom Gym environments.

PyLabRobot Lab Automation

Automates laboratory workflows and controls liquid handling robots, plate readers, and analytical equipment through a unified Python interface.

Custom Agent Architect

Streamlines the design and architecture of domain-specific AI agents using Claude Agent SDK patterns.