Data Science & ML Claude 技能

Polars Data Engineering

Accelerates high-performance data analysis and manipulation using the lightning-fast Polars DataFrame library.

Vaex Big Data Analysis

Processes and analyzes massive tabular datasets exceeding available RAM using lazy, out-of-core DataFrame operations.

SymPy Symbolic Mathematics

Performs exact symbolic mathematics in Python, including algebraic solving, calculus, and matrix manipulations.

SimPy Discrete-Event Simulation

Models complex systems using process-based discrete-event simulation to optimize resources, queues, and time-based workflows.

LabArchives Integration

Automates electronic lab notebook workflows by providing programmatic access to LabArchives for research data management and documentation.

ClinVar Database Assistant

Queries the NCBI ClinVar database to retrieve, interpret, and process human genetic variant clinical significance data.

HMDB Scientific Database

Provides comprehensive access to the Human Metabolome Database for metabolite identification, chemical analysis, and biomarker discovery.

Scientific Peer Review & Critical Evaluation

Conducts systematic, rigorous reviews of scientific manuscripts and grant proposals by evaluating methodology, statistics, and reporting standards.

Scientific Peer Reviewer

Evaluates scientific manuscripts and grant proposals using a systematic toolkit for methodology, statistics, and reporting standards.

Scientific Exploratory Data Analysis

Performs comprehensive exploratory data analysis and generates detailed reports for over 200 scientific file formats.

Data Commons Client

Accesses global statistical data from Data Commons for demographic, economic, and environmental analysis.

Scientific Statistical Analysis

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

DNAnexus Genomics Integration

Streamlines the development, deployment, and management of bioinformatics pipelines and data on the DNAnexus cloud genomics platform.

Kosmos X-Ray

Explores and maps complex codebases using AST analysis to reduce token usage by 95% while maintaining structural visibility.

Metabolomics Workbench Database

Accesses NIH Metabolomics Workbench to query over 4,200 studies, metabolite structures, and standardized biochemical nomenclature.

Scientific Hypothesis Generation

Generates testable, evidence-based scientific hypotheses and structured experimental designs to accelerate autonomous discovery.

Scientific Tool Universe

Accesses and orchestrates over 600 scientific tools and databases for bioinformatics, drug discovery, and life sciences research workflows.

AI Agent Council

Aggregates and synthesizes perspectives from multiple AI agents to provide comprehensive, consensus-driven answers to complex queries.

Agent Council

Aggregates and synthesizes diverse perspectives from multiple AI agents to provide a consensus-driven answer to complex queries.

Senior Prompt Engineer

Optimizes LLM performance and designs production-grade agentic systems using advanced prompt engineering patterns and evaluation frameworks.

Senior Data Scientist

Provides expert guidance on statistical modeling, causal inference, and production-grade machine learning systems to drive data-driven decision-making.

Senior ML Engineer

Productionizes machine learning models and builds scalable MLOps systems using industry-leading frameworks and best practices.

Senior Computer Vision

Implements production-grade computer vision systems including object detection, segmentation, and real-time video processing using industry-standard frameworks like PyTorch and OpenCV.

Ark Agentic Framework Analysis

Analyzes the McKinsey Ark repository to help developers understand, implement, and extend provider-agnostic agentic resource patterns.

Tool Creator

Automates the generation of standardized Agent-as-a-Tool and function-based tools for the Strands SDK agent system.

System Prompt Writer

Optimizes and structures system prompts for AI agents using Anthropic's context engineering principles and mandatory Python template escaping rules.

MiniMax AI Voice & TTS

Integrates MiniMax's powerful text-to-speech engine to generate, clone, and design realistic voices directly within your development environment.

Spreadsheet Automation & Analysis

Automates the creation, editing, and analysis of complex spreadsheets including formulas, formatting, and professional layouts.

OpenAI Jupyter Notebook Manager

Automates the creation and management of clean, reproducible Jupyter notebooks for data experiments and educational tutorials.

Academic Paper Search

Searches and retrieves academic literature across multiple scientific databases including arXiv, PubMed, and IEEE Xplore.