Data Science & ML Claude 技能

Advanced Adaptive Clinical Trial Designs

Implements and simulates complex adaptive clinical trial designs using industry-standard R packages like adaptr, rpact, and RBesT.

R Survival Analysis Patterns

Implements comprehensive survival analysis workflows in R using tidy and traditional biostatistical frameworks.

Clinical Trial Design Patterns

Implements and optimizes complex clinical trial designs including multi-arm, adaptive, and stratified patterns for biostatistical research.

Health Economics Analysis in R

Performs advanced health economic evaluations including cost-effectiveness analysis, Markov modeling, and sensitivity analysis using R.

Individual Participant Data (IPD) Meta-Analysis in R

Facilitates complex individual participant data (IPD) meta-analyses using tidy R workflows and advanced statistical modeling.

Data Visualization Expert

Transforms raw data into validated Vega-Lite charts with intelligent type recommendation and automated configuration.

Data Analysis Expert

Performs SQL data analysis, identifies trends, and generates comprehensive business intelligence reports directly within your workspace.

BayesFlow Data Adapter

Architects and optimizes data preprocessing pipelines for simulation-based inference models using the BayesFlow framework.

Keras 3 Multi-Backend Tensor Math

Ensures backend-agnostic tensor operations using Keras 3 ops for seamless integration across PyTorch, JAX, and TensorFlow.

BayesFlow Extension Packaging

Standardizes the creation and management of Python extension packages within the BayesFlow simulation-based inference ecosystem.

BayesFlow Model Validation

Validates neural posterior estimators using Simulation-Based Calibration (SBC) and advanced diagnostic metrics.

Regression Analysis Helper

Streamlines statistical modeling and regression analysis to uncover deep insights from complex data structures.

Academic Data Analyst

Facilitates reproducible academic research and data pipelines using dbt and Streamlit while enforcing rigorous data integrity standards.

Academic Research Data Analyst

Streamlines academic research data analysis by enforcing reproducible dbt pipelines and interactive Streamlit dashboards.

Academic Data Analyst

Guides academic research data analysis by enforcing reproducible dbt workflows and Streamlit visualization standards.

Jupyter Notebook Manager

Programmatically creates, edits, and optimizes Jupyter and Google Colab notebooks with precise JSON formatting and metadata management.

Paper Council

Transforms research papers and code repositories into high-quality, reusable AI skills through a multi-agent peer-review process.

GeoPandas Spatial Analysis

Performs advanced geospatial vector data analysis, coordinate transformations, and spatial mapping within Python environments.

Machine Learning Engineer

Builds, trains, and deploys predictive machine learning models with robust preprocessing and standardized evaluation pipelines.

Advanced Excel & Financial Modeling

Automates the creation, editing, and analysis of professional Excel spreadsheets with advanced formula support and industry-standard financial modeling.

GeoMaster Geospatial Science

Provides comprehensive geospatial science capabilities for remote sensing, GIS analysis, and Earth observation workflows.

Literature Review & Research Synthesis

Conducts systematic, publication-quality literature reviews with verified citations and AI-generated scientific schematics.

Data Science & Statistical Analysis

Empowers Claude to perform statistical modeling, design experiments, and build predictive machine learning pipelines using Python.

Financial Modeling Prep (FMP) API

Integrates comprehensive financial data for stock analysis, fundamental research, and institutional tracking.

Financial Modeling Prep (FMP) API

Integrates comprehensive financial data for stock quotes, fundamental analysis, SEC filings, and institutional tracking.

Gene Database Integration

Queries the NCBI Gene database to retrieve comprehensive genetic information, sequences, and functional annotations for biological research.

NCBI Gene Database Integration

Queries the NCBI Gene database to retrieve comprehensive genetic information, sequences, and functional annotations via E-utilities and Datasets APIs.

NCBI Gene Database Integration

Queries the NCBI Gene database to retrieve comprehensive genetic information, sequences, and functional annotations.

Seedance AI Video Generation

Generates cinematic AI videos with synchronized audio and precision lip-syncing using the Seedance 1.5 Pro model.

Data Analyst Expert

Automates complex data processing, statistical analysis, and visual reporting using industry-standard Python libraries.