Data Science & ML Claude 스킬

Reactome Pathway Analysis

2,188

Integrates the Reactome database to perform pathway enrichment, gene-pathway mapping, and molecular interaction analysis for systems biology.

Scientific Data Visualization

2,188

Generates publication-ready scientific figures and multi-panel layouts using Matplotlib, Seaborn, and Plotly.

Neuropixels Neural Analysis

2,188

Streamlines high-density neural recording analysis, spike sorting, and quality metric computation for Neuropixels electrophysiology data.

Statistical Analysis

2,188

Performs professional statistical modeling, hypothesis testing, and rigorous assumption verification with publication-ready APA reporting.

Excel & Spreadsheet Scientific Toolkit

2,188

Creates, edits, and analyzes Excel spreadsheets with production-grade formulas, industry-standard financial formatting, and automated recalculation.

Pymatgen Materials Science

2,188

Enables advanced materials science research through crystal structure manipulation, thermodynamic analysis, and Materials Project database integration.

TorchDrug Discovery ML

2,188

Simplifies graph-based machine learning for drug discovery, protein modeling, and molecular science using the TorchDrug framework.

DeepChem Molecular Machine Learning

2,188

Applies advanced machine learning techniques to chemistry, biology, and materials science for molecular property prediction and drug discovery.

Pydicom

2,066

Manages medical imaging data by reading, writing, and anonymizing DICOM files while providing guidance on pixel extraction and metadata manipulation.

Scientific Hypothesis Generation

2,066

Generates and tests scientific hypotheses from observational data and research literature to accelerate empirical discovery and predictive modeling.

scvi-tools Single-Cell Analysis

2,066

Analyzes single-cell genomics data using probabilistic deep generative models for tasks like batch correction, cell type annotation, and multi-omic integration.

ESM Protein Modeling

2,066

Generates and designs novel proteins using evolutionary scale language models for sequence, structure, and functional analysis.

SymPy Symbolic Mathematics

2,066

Executes exact symbolic mathematics in Python to solve equations, perform calculus, and manipulate algebraic expressions with mathematical precision.

PathML Computational Pathology

2,066

Analyzes whole-slide pathology images and multiparametric imaging data using advanced machine learning, spatial graph construction, and automated preprocessing pipelines.

DrugBank Database

2,066

Accesses and analyzes comprehensive pharmaceutical data from DrugBank including molecular structures, drug interactions, targets, and pharmacological properties.

Scikit Survival

2,066

Performs advanced survival analysis and time-to-event modeling in Python using specialized machine learning techniques for censored data.

Astropy Astrophysics Toolkit

2,066

Facilitates advanced astronomical research and data analysis using Python for coordinate transformations, FITS file manipulation, and cosmological calculations.

NeuroKit2

2,066

Processes and analyzes physiological signals like ECG, EEG, and EDA to extract research-grade biometrics and psychophysiological insights.

SimPy Simulation

2,066

Models complex discrete-event systems where entities interact with shared resources over time using process-based Python simulations.

OpenAlex Database

2,066

Queries and analyzes millions of scholarly works, authors, and institutions using the OpenAlex API to facilitate comprehensive bibliometric research.

SHAP Model Interpretability

2,066

Explains machine learning model predictions and feature importance using Shapley values for improved transparency and debugging.

AnnData

2,066

Manages and analyzes annotated data matrices for single-cell genomics and large-scale biological datasets in Python.

Scientific Resource Detection

2,066

Detects system hardware capabilities and generates strategic recommendations for optimized scientific computing and data processing tasks.

Denario Scientific Research

2,066

Automates the end-to-end scientific research lifecycle from data-driven hypothesis generation to the production of publication-ready LaTeX manuscripts.

Cirq Quantum Computing

2,066

Designs, simulates, and executes quantum circuits across diverse hardware backends and simulators using Google's open-source framework.

Genomic Interval Machine Learning

2,066

Facilitates machine learning on genomic interval data by training embeddings for regions, single-cell ATAC-seq, and associated metadata.

Transformers

2,066

Implements, fine-tunes, and deploys pre-trained transformer models for natural language processing, computer vision, and audio tasks.

Aeon Time Series Machine Learning

2,066

Provides specialized algorithms and workflows for comprehensive time series analysis, including classification, forecasting, and anomaly detection.

PufferLib RL

2,066

Accelerates reinforcement learning workflows through high-performance training, optimized environment vectorization, and seamless multi-agent integration.

Vaex Data Analysis

2,066

Processes and visualizes billion-row tabular datasets exceeding available RAM through lazy, out-of-core DataFrame operations.