Data Science & ML Claude 技能

Biomni Biomedical AI Agent

Executes complex biomedical research tasks including genomics analysis, drug discovery, and molecular biology workflows through an autonomous agent framework.

Research Question Refiner

Transforms vague research interests into concrete, actionable, and tractable research questions with a systematic feasibility analysis.

LLM Model Auto-Updater

Synchronizes and updates the latest LLM model specifications, pricing, and API documentation automatically.

Perplexity Deep Research Automation

Automates deep academic research using the Perplexity Deep Research API to generate cited, evidence-based reports.

Data Visualization Expert

Transforms complex datasets into clear, actionable visual insights and professional dashboard designs.

Julia Interactive REPL

Enables persistent Julia code evaluation and package management while eliminating startup overhead for interactive data science and scientific computing.

LangChain Architecture

Design and implement sophisticated LLM applications using LangChain's agents, memory, and tool integration patterns.

Statistical Analysis Skill

Applies advanced statistical methods including hypothesis testing, A/B testing, and regression analysis to derive data-driven insights.

Data Science Tools

Equips Claude with specialized knowledge for statistical analysis, regression modeling, and reproducible data science script organization.

Prompt Engineering Patterns

Optimizes LLM performance and reliability through advanced prompt engineering techniques and structured reasoning patterns.

Statistical Analysis

Applies rigorous statistical methods and hypothesis testing to derive data-driven insights and validate experimental results.

REDUCE Lie Symmetry Analysis

Automates Lie group symmetry analysis for differential equations using the ReLie package in the REDUCE Computer Algebra System.

AI Prompt Optimizer

Refines and compresses LLM prompts to minimize token usage and maximize response quality.

SQL Data Analysis

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

Open Targets Drug Discovery

Accesses the Open Targets Platform to identify therapeutic targets, analyze disease associations, and evaluate drug tractability.

Investment Analysis & Financial Valuation

Performs professional-grade stock analysis, financial statement interpretation, and intrinsic company valuations.

Excel Data Analysis

Empowers Claude to perform sophisticated data analysis, transformation, and reporting using advanced Microsoft Excel techniques and Power Query.

AI Ethics & Fairness Validator

Validates the ethical implications and fairness of AI/ML models and datasets to ensure responsible development and bias mitigation.

Hypothesis Testing Framework

Guides users through a scientifically rigorous five-phase hypothesis testing process to eliminate bias and p-hacking in data analysis.

CareerCopilot Agent Scaffolder

Automates the creation of standardized Python-based AI agents for autonomous career-focused tasks.

Crypto Arbitrage Finder

Identifies and analyzes profitable cryptocurrency arbitrage opportunities across centralized and decentralized exchanges in real-time.

Prompt Optimizer for AI & ML

Refines and compresses LLM prompts to minimize token usage, lower operational costs, and maximize response quality.

AI Prompt Engineering & Optimization

Optimizes LLM prompts to minimize token usage, reduce operational costs, and enhance model response quality through automated refinement.

AI/ML Integration

Integrates cutting-edge AI and machine learning capabilities into applications using LLM APIs, vector databases, and RAG architectures.

DiffDock Molecular Docking

Predicts high-accuracy 3D protein-ligand binding poses using diffusion-based deep learning for structure-based drug design.

LabArchives Integration

Integrates with LabArchives Electronic Lab Notebook (ELN) via REST API to automate research documentation, data uploads, and notebook management.

Sentiment Analysis Tool

Analyzes text data to identify emotional tone and classify sentiment as positive, negative, or neutral.

Anomaly Detection System

Identifies unusual patterns and outliers in complex datasets using advanced machine learning algorithms.

Clustering Algorithm Runner

Executes sophisticated clustering algorithms on datasets to uncover hidden patterns, identify data groupings, and detect anomalies.

Clustering Algorithm Runner

Executes machine learning clustering algorithms to identify patterns, groups, and anomalies within complex datasets.