Data Science & ML Claude 技能

SQL Data Analysis

Performs complex data extraction and sophisticated business analysis using advanced SQL techniques and performance-optimized queries.

Excel Spreadsheet Analysis & Modeling

Automates the creation, editing, and analysis of professional-grade Excel spreadsheets with dynamic formulas and industry-standard financial formatting.

Contingency Module Architect

Designs resilient contingency module architectures to manage failure scenarios within AI governance frameworks.

Cirq Quantum Computing

Builds, simulates, and executes quantum circuits on simulators and hardware providers using Google's open-source Cirq framework.

Trend Monitor

Scans data science and tech news sources to discover trending topics and generate actionable content pitches.

Claude Prompt Engineer

Generates high-performance, structured prompts using official Anthropic conventions and 2025 best practices.

AI Multimodal Content & Analysis

Integrates Google Gemini's advanced multimodal capabilities to process, analyze, and generate professional audio, image, and video content directly within your workflow.

LangGraph Fine-Tuning Optimizer

Optimizes LangGraph application performance through iterative prompt engineering and node-level logic refinements based on quantitative evaluation criteria.

OMERO Microscopy Integration

Manages and analyzes microscopy image data within the OMERO platform using the Python API for scientific workflows.

Ericsson RAN Feature Processor

Optimizes Ericsson RAN features through Managed Object intelligence and advanced parameter correlation analysis.

ESS-DIVE Identifier Toolkit

Facilitates seamless conversion between ESS-DIVE dataset identifiers and DOIs while providing geographic visualization tools.

Cryptofeed Market Data

Streams and normalizes real-time cryptocurrency market data from over 40 exchanges for algorithmic trading and analysis.

ESS-DIVE Data Explorer

Searches, retrieves, and parses environmental science datasets from the Department of Energy's ESS-DIVE repository.

Advanced Excel & Spreadsheet Automator

Automates the creation, editing, and analysis of professional spreadsheets with support for complex formulas and financial modeling standards.

CUDA Performance Optimizer

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

RAN Optimizer

Optimizes Radio Access Network performance using autonomous swarm coordination and cognitive temporal reasoning.

PDB Database Structural Biology

Accesses and analyzes 3D protein and nucleic acid structures from the RCSB Protein Data Bank for research and discovery.

Tidy Evaluation for R

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

Prompt Engineering Expert

Transforms Claude into a specialized prompt architect for designing, optimizing, and debugging complex AI instructions and agent behaviors.

SimPy Discrete-Event Simulation

Builds complex process-based discrete-event simulations in Python to model systems with shared resources and time-based events.

PubChem Database Explorer

Accesses and analyzes chemical data from the world's largest open chemical database using PUG-REST and PubChemPy.

ESS-DIVE DeepDive Explorer

Queries the ESS-DeepDive fusion database to retrieve field-level metadata and dataset file information for environmental science research.

Excel Automation and Financial Modeling

Automates professional spreadsheet creation, complex financial modeling, and advanced data analysis within Claude Code.

ToolUniverse Scientific Research

Empowers AI agents to perform complex scientific research tasks using a unified ecosystem of 600+ specialized tools and databases.

D3.js Data Visualization

Builds sophisticated, interactive, and data-driven visualizations using the D3.js library for custom charts and complex diagrams.

Adaptive Training Plan Adjuster

Recalibrates upcoming training sessions dynamically based on recent performance, user feedback, and safety constraints.

NVIDIA GPU Architecture Advisor

Optimizes CUDA code and GPU applications with architecture-specific insights for NVIDIA Hopper, Ada Lovelace, and Ampere hardware.

Multi-Agent System Orchestrator

Orchestrates sophisticated multi-agent systems with intelligent routing, handoffs, and collaborative workflows across AI providers.

LangGraph Architecture Analysis

Analyzes LangGraph application workflows to identify performance bottlenecks and propose architecture-level optimizations for cost, latency, and accuracy.

SymPy Symbolic Mathematics

Performs exact symbolic computation, calculus, and equation solving in Python to handle complex mathematical formulas without numerical approximation.