Data Science & ML Claude 技能

Literature Gap Identifier

Identifies and prioritizes research gaps from systematic literature reviews to justify new studies and grant proposals.

Blinding Procedures for Research

Implements rigorous blinding protocols to minimize bias and ensure objectivity in experimental studies and clinical trials.

Chromatin State Inference

Analyzes histone modification ChIP-seq data to segment the genome into discrete chromatin states using ChromHMM workflows.

PolicyEngine Aggregation Patterns

Implements standardized patterns for summing tax and benefit variables across entities using the adds attribute and add() function.

BAM Filtration

Filters raw BAM files by removing mitochondrial reads, PCR duplicates, and blacklisted regions to prepare genomic data for peak calling.

Data Cleaning Pipeline Generator

Automates the creation of robust data cleaning and preprocessing pipelines for Python-based data science workflows.

Phase Portrait Generator

Generates visual phase portraits and vector fields for 2D dynamical systems to analyze state space behavior.

Covariant Skill Evolution

Automates safe, structure-preserving self-modification for AI agents using covariant transport and Darwin Gödel Machine evolution loops.

Reversible Computing Logic

Implements time-symmetric, information-preserving computation patterns for Janus-style reversible logic and quantum-ready algorithms.

ReasoningBank with AgentDB

Implements high-performance adaptive learning and memory distillation for AI agents using the AgentDB vector engine.

Pydicom Medical Imaging

Processes DICOM medical imaging files for metadata extraction, pixel data manipulation, and secure patient data anonymization.

RAG Implementation for LLMs

Builds robust Retrieval-Augmented Generation (RAG) systems using vector databases and semantic search to ground AI responses in proprietary data.

Acquisition System Setup

Configures and verifies scientific data acquisition systems by automating hardware discovery and parameter management.

Criticality Detector

Detects phase transitions and classifies dynamical system states using fixed-point distance measurements and self-loop closure verification.

Specter ACSet Navigation

Provides high-performance bidirectional data navigation and transformation for Julia collections, S-expressions, and ACSets.

ADK Advanced

Facilitates visual agent design and advanced reasoning configuration for building sophisticated, multi-step AI workflows.

GitHub Interactome Mapper

Maps contributor interaction networks across GitHub to discover shared boundaries between research and developer communities.

ML Pipeline Workflow Orchestrator

Orchestrates end-to-end MLOps pipelines from data preparation and model training to production deployment and monitoring.

Directed Interval Logic

Axiomatizes the directed interval 0 → 1 to model irreversible processes and time-directed homotopy in synthetic infinity-categories.

R Statistical Analyst

Guides researchers through a systematic, phased workflow to produce publication-ready sociological research and quantitative R analysis.

Knowledge Base Builder

Creates and optimizes elizaOS knowledge bases using RAG, smart chunking strategies, and semantic search integration.

Embedding Strategies

Optimizes vector embedding selection and text chunking strategies for production-grade RAG and semantic search applications.

Known Motif Enrichment Analysis

Identifies enriched transcription factor binding motifs in genomic regions or gene lists using the HOMER bioinformatics suite.

World Hopping: Topological Navigation

Navigates complex state spaces and possible worlds using Badiou-inspired ontology and triangle inequality constraints.

Qualitative Research Framework

Implements a rigorous 6-phase framework for conducting and analyzing qualitative research with mandatory bias prevention and reproducible methodology.

Interview Analyst

Conducts systematic qualitative analysis of sociological interview data using grounded theory and theory-informed frameworks.

Prompt Engineering Patterns

Optimizes LLM performance and reliability through advanced prompt engineering techniques like few-shot learning and chain-of-thought reasoning.

Scientific Critical Thinking

Evaluates research rigor, methodology, and statistical validity to perform critical analysis of scientific claims.

LangGraph Workflow Patterns

Architects sophisticated AI agent workflows using standardized LangGraph design patterns for complex state management.

AI Multimodal Processing

Enables Claude to process, analyze, and generate audio, image, video, and document content using Google Gemini APIs.