Data Science & ML Claude 技能

Azure Personalizer Expert

Provides expert guidance for developing, troubleshooting, and optimizing reinforcement learning solutions using Azure AI Personalizer.

REDUCE & ReLie Basics

Bootstraps the REDUCE Computer Algebra System via Docker to perform Lie symmetry analysis on differential equations.

Synapse Specialized Actions

Streamlines Machine Learning workflows with specialized base classes for training, inference, data export, and deployment.

Synapse Plugin Execution

Facilitates the programmatic execution and discovery of Synapse plugins across local and distributed environments.

Synapse Action Development

Streamlines the creation of Synapse plugin actions using function-based and class-based patterns with built-in Pydantic validation.

D3.js Data Visualization

Creates sophisticated, interactive, and publication-quality data visualizations using the D3.js library across any JavaScript environment.

REDUCE CRACK Equation Solver

Solves overdetermined algebraic, ODE, and PDE systems using the CRACK package in the REDUCE computer algebra system.

GeoPandas Geospatial Analysis

Enables advanced geospatial vector data analysis, geometric operations, and spatial mapping within Python environments.

Chicago Data Portal Explorer

Facilitates seamless querying and downloading of City of Chicago municipal datasets using the Socrata Open Data API and SoQL.

Cook County Data Portal

Enables seamless querying and extraction of datasets from the Cook County Open Data Portal using SODA and SoQL.

ArXiv Paper Search & Summarizer

Searches and summarizes academic papers from ArXiv to streamline scientific research and literature reviews.

Quorum Agent Tester

Executes prompts across specific AI agents including Copilot, Cursor, and Gemini for diagnostic testing and comparative analysis.

Azure Open Datasets Guide

Streamlines Azure Open Datasets development by providing expert guidance on download limits, quotas, and optimized retry logic.

Azure Data Science VM

Streamlines the deployment, configuration, and troubleshooting of Azure Data Science Virtual Machines for advanced analytics and ML workflows.

Azure Video Indexer

Accelerates Azure AI Video Indexer development with expert guidance on architecture, API integration, and media insights.

Azure Machine Learning Assistant

Provides expert guidance and troubleshooting for building, deploying, and managing machine learning workloads on Azure.

Azure AI Vision Development

Provides expert guidance and implementation patterns for Azure AI Vision services, including image analysis, OCR, and container deployment.

Biomarker Discovery Feature Selection

Identifies high-impact biomarkers from high-dimensional omics data using advanced machine learning feature selection techniques.

Vertex AI Media Master

Automates Google Vertex AI multimodal operations to process, analyze, and transform media content within your development environment.

D3.js Data Visualization

Creates sophisticated, interactive, and custom SVG-based data visualizations using the D3.js library.

Hardhat R Modeling Infrastructure

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

R Metaprogramming with rlang

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

R ggplot2 Data Visualization

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

Tidy Evaluation for R

Implements advanced Tidyverse programming patterns to handle data masking and column references in R functions.

CUDA Performance Optimizer

Optimizes CUDA kernels and GPU code to maximize hardware utilization and execution speed.

Quota & Capacity Modeling

Automates complex RevOps modeling using Monte Carlo simulations to forecast sales capacity and quota attainment scenarios.

ArXiv Research Assistant

Searches and summarizes academic papers from ArXiv to streamline research workflows and literature reviews.

Latvian Drug Mapping to RxNorm

Maps Latvian medicinal products to RxNorm standard concepts for health data interoperability and clinical research.

Agent Memory Systems

Implements persistent short-term and long-term memory for AI agents using vector databases and PostgreSQL.

Linguistics Olympiad Solver

Solves complex Linguistics Olympiad Rosetta Stone problems using multi-perspective agentic AI orchestration.