Data Science & ML Claude 技能

Hypogenic Hypothesis Generation

Automates scientific hypothesis generation and testing by combining observational data with literature insights using large language models.

Matchms Mass Spectrometry Analysis

Processes, filters, and analyzes mass spectrometry data for metabolomics research and chemical identification.

RDKit Cheminformatics

Provides comprehensive tools for molecular analysis, chemical property calculation, and 3D structure generation within scientific research workflows.

Scientific Critical Thinking

Evaluates research rigor and methodology through systematic assessment of statistical validity, biases, and evidence quality.

Google Gemini Integration

Integrates Google Gemini's advanced coding models into Claude Code for high-context refactoring, deep analysis, and automated file editing.

Machine Learning Feature Engineering

Optimizes machine learning model performance by automating feature creation, selection, and complex data transformations.

Pysam Genomic Data Toolkit

Processes and analyzes genomic data formats including BAM, VCF, and FASTA using a Pythonic interface to htslib.

ClinVar Database Assistant

Queries and interprets NCBI ClinVar data to provide standardized genetic variant classifications and clinical significance evidence.

Qiskit Quantum Computing

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

Histolab Pathology Processing

Automates digital pathology image processing and tile extraction for whole slide images in deep learning pipelines.

Plotly Visualization

Generates interactive, publication-quality scientific and statistical visualizations using the Plotly Python library.

ETE Toolkit Phylogenetic Analysis

Analyzes, manipulates, and visualizes phylogenetic and hierarchical trees for genomic research and bioinformatics.

Hyperparameter Tuner

Optimizes machine learning model performance by automatically searching for ideal hyperparameter configurations using advanced search strategies.

ML Model Explainability Tool

Provides deep insights and interpretability for machine learning models using advanced techniques like SHAP and LIME.

Metabolomics Workbench Database

Connects Claude to the NIH Metabolomics Workbench for comprehensive access to metabolite data, study metadata, and mass spectrometry search capabilities.

Prompt Optimizer

Optimizes Large Language Model prompts to minimize token usage, reduce operational costs, and enhance response quality.

Senior Prompt Engineering

Optimizes LLM performance through advanced prompt design, agentic system architecture, and rigorous evaluation frameworks.

BioGeoBEARS Biogeographic Analysis

Sets up and executes probabilistic inference of ancestral geographic ranges on phylogenetic trees using BioGeoBEARS in R.

Deep Learning Optimizer

Optimizes deep learning models by refining architectures and training parameters to enhance accuracy and reduce resource consumption.

PyTorch Lightning ML Framework

Organizes and scales PyTorch code into modular, high-performance deep learning workflows with minimal boilerplate.

UMAP-Learn Dimensionality Reduction

Performs fast, nonlinear dimensionality reduction to visualize high-dimensional data and optimize machine learning clustering workflows.

Excel LBO Modeler

Builds professional-grade Leveraged Buyout (LBO) models in Excel for private equity analysis and transaction screening.

Pymatgen Materials Science Toolkit

Performs advanced materials analysis, crystal structure manipulation, and Materials Project database integration for computational scientists.

AI Model Version Tracker

Manages and tracks machine learning model versions, performance metrics, and lineage directly within Claude Code.

QuTiP Quantum Simulations

Simulates and analyzes closed and open quantum mechanical systems using the Quantum Toolbox in Python.

SymPy Symbolic Math

Performs exact symbolic mathematics in Python, including calculus, algebra, and complex equation solving.

Opentrons Lab Automation

Automates laboratory liquid handling by generating Python Protocol API v2 scripts for Flex and OT-2 robots.

ZINC Database Search

Accesses the ZINC repository of over 230 million purchasable compounds to streamline virtual screening and drug discovery workflows.

Computer Vision Processor

Automates image analysis, object detection, and classification workflows directly within Claude Code.

Excel Pivot Wizard

Generates professional Excel pivot tables and visualizations from raw data using simple natural language commands.