Data Science & ML Claude 技能

OpenAlex Scholarly Database

Queries and analyzes over 240 million scholarly works to conduct literature searches, citation analysis, and bibliometric studies.

OpenAlex Research Analytics

Queries and analyzes millions of scholarly works, authors, and citations using the OpenAlex open database API.

Benchling Integration

Automates Benchling R&D platform operations including sequence management, inventory tracking, and lab notebook entries via Python SDK and REST API.

Advanced Excel & Spreadsheet Automation

Manages complex spreadsheet creation, data analysis, and formula-driven financial modeling with high precision.

Benchling R&D Integration

Automates laboratory data management by integrating Claude with the Benchling R&D platform for registry, inventory, and notebook operations.

Model Registry Maintainer

Maintains and updates model registries, pricing data, and capability maps for LLM backends and providers.

Model Registry Maintainer

Maintains and updates AI model registries, pricing databases, and backend capabilities for LLM-powered applications.

Financial Modeling Suite

Generates comprehensive financial models, including DCF analysis, Monte Carlo simulations, and sensitivity testing for investment decisions.

deepTools NGS Analysis

Processes and visualizes high-throughput sequencing data like ChIP-seq, RNA-seq, and ATAC-seq with professional-grade command-line tools.

deepTools NGS Analysis

Processes, analyzes, and visualizes high-throughput sequencing data including ChIP-seq, RNA-seq, and ATAC-seq workflows.

Financial Statement Analyzer

Analyzes financial statements to calculate and interpret key ratios for investment and corporate performance evaluation.

deepTools NGS Analysis

Processes and visualizes high-throughput sequencing data through specialized workflows for ChIP-seq, RNA-seq, and ATAC-seq.

NetworkX Graph Analysis

Analyzes and visualizes complex networks and graphs using the comprehensive NetworkX Python toolkit.

Advanced Excel & Financial Modeling

Automates the creation, editing, and analysis of professional Excel workbooks with dynamic formulas and industry-standard financial modeling.

LLM Evaluation Framework

Implements rigorous evaluation strategies for LLM applications using automated metrics, human-in-the-loop feedback, and systematic benchmarking.

Experiment Retrospective & Insight Extractor

Distills experiment reports and logs into actionable project skills and troubleshooting documentation.

Precious Metal Miner Margin Analyzer

Calculates gross margin proxies for gold and silver miners to evaluate industry profitability and historical valuation cycles.

Model Registry Maintainer

Manages and updates AI model registries, pricing structures, and context window limits for the MassGen backend.

Market ATR Squeeze Detector

Analyzes asset volatility using normalized ATR% to identify high-risk 'squeeze' regimes and provide actionable risk management adjustments.

Palladium-Silver Lead-Lag Detector

Analyzes cross-metal correlations between Palladium and Silver to confirm trend turning points and identify failed price moves.

Copper Inventory Signal Analyzer

Analyzes copper inventory rebuild speeds and historical price percentiles to identify market peaks and long-term valuation opportunities.

MarkItDown

Converts diverse file formats like PDFs, Office docs, images, and audio into LLM-optimized Markdown.

Demographic Fiscal Trap Analyzer

Analyzes the intersection of aging populations and sovereign debt to quantify fiscal vulnerability and potential currency dilution paths.

Fear-of-Falling QC Summarizer

Aggregates K18 quality control artifacts into comprehensive summary reports while maintaining project manifests.

AgentDB Reinforcement Learning Plugins

Deploys and trains sophisticated reinforcement learning algorithms to create autonomous agents that improve through experience and reasoning.

Local LLM & Home Assistant Integration

Integrates local Large Language Models with Home Assistant and Ollama for private, high-performance smart home automation.

NetworkX Graph Analysis

Builds, analyzes, and visualizes complex network structures and graph algorithms within Python environments.

PennyLane Quantum Computing

Develops and optimizes quantum circuits, hybrid quantum-classical models, and quantum machine learning workflows using PennyLane.

ENA Database Access

Access and retrieve DNA/RNA sequences, raw reads, and genome assemblies from the European Nucleotide Archive via API and FTP.

Scientific Brainstorming

Facilitates creative research ideation by generating hypotheses, exploring interdisciplinary connections, and identifying research gaps.