Data Science & ML Claude 技能

AI Prompt Architect

Architects high-performance AI prompts using advanced complexity-based standards, attention management, and structural optimization patterns.

Multi-Agent Orchestration

Implements advanced agentic patterns to prevent context saturation and optimize parallel execution within Claude Code environments.

Advanced Excel & Spreadsheet Engineering

Creates, modifies, and analyzes professional Excel spreadsheets with automated formula recalculation and industry-standard financial formatting.

Edge AI Optimizer

Optimizes AI models for resource-constrained edge devices using advanced quantization, memory management, and battery-smart inference patterns.

Statistical Data Analysis

Performs rigorous statistical analysis, hypothesis testing, and APA-compliant reporting for academic and experimental research.

OpenAlex Academic Literature

Queries and analyzes the OpenAlex database to search scholarly literature, track citations, and perform bibliometric analysis.

Bioinformatics & Genomic Data (gget)

Provides a unified interface for rapid bioinformatics queries across 20+ genomic databases including Ensembl, AlphaFold, and NCBI.

Flow Nexus Neural Networks

Trains and deploys complex neural network architectures within distributed E2B sandbox environments using Flow Nexus.

AI Agents Architect

Designs and implements autonomous AI agents with sophisticated tool use, memory systems, and multi-agent orchestration.

AI Agents Architect

Architects and implements robust autonomous AI agents with sophisticated tool use, memory systems, and multi-agent orchestration.

Product Expert Design

Designs adaptive user-facing agent experts to create personalized product experiences and dynamic UX.

Denario AI Scientific Research Assistant

Automates end-to-end scientific research workflows from initial data analysis and hypothesis generation to publication-ready LaTeX manuscripts.

Excel & Spreadsheet Master

Automates professional Excel spreadsheet creation, financial modeling, and data analysis with error-free formula verification.

Market Researcher

Conducts comprehensive market analysis, industry trend tracking, and market sizing calculations to drive data-informed business decisions.

PDF Document Automation

Enables programmatic PDF manipulation, data extraction, and document creation using professional Python and command-line tools.

Histolab Digital Pathology

Processes whole slide images (WSI) for digital pathology by automating tissue detection and tile extraction for machine learning pipelines.

Globus Dataset Staging

Manages large-scale scientific dataset transfers between remote Globus endpoints and high-performance computing clusters.

Gtars Genomic Analysis

Performs high-performance genomic interval analysis, overlap detection, and machine learning tokenization using Rust-powered tools.

Trading Backtest & Colab Optimizer v4

Corrects multi-action trading logic bugs and optimizes backtesting notebooks for Google Colab environments.

CocoIndex AI Data Framework

Builds high-performance, incremental AI data transformation pipelines for vector databases and knowledge graphs.

Gemini CLI Integration

Integrates the Google Gemini CLI into Claude to provide large-context analysis, safe sandbox execution, and structured code modifications.

Astropy for Claude Code

Streamlines astronomical data analysis and astrophysical research using the core Astropy Python ecosystem.

KINTSUGI GPU-Only SLURM Scheduling

Optimizes KINTSUGI batch processing by enforcing GPU-only SLURM scheduling to achieve up to 25x speedups over CPU fallback.

PathML Pathology Analysis

Analyzes whole-slide pathology images and multiparametric data using specialized computational workflows and machine learning.

Snakemake Per-Channel Resume Logic

Implements granular skip-existing checks in Snakemake wrapper scripts to resume interrupted HPC jobs without re-processing completed channels.

Weighted Autofluorescence Subtraction

Enhances multiplex immunofluorescence images by applying range-specific weights to remove background noise while preserving delicate biological signals.

Scientific Hypothesis Generator

Generates testable, evidence-based scientific hypotheses and experimental designs across multiple research domains.

Scientific Critical Thinking & Research Rigor

Evaluates scientific research rigor by assessing methodology, statistical validity, and bias through established frameworks like GRADE and Cochrane ROB.

Data Commons Client

Accesses and analyzes global public statistical data through the Data Commons knowledge graph and Python API.

Market Research Report Generator

Generates comprehensive, 50+ page professional market research reports with consulting-grade analysis and high-fidelity visualizations.