Data Science & ML Claude 스킬

Kolmogorov-Onsager-Hurst Scaling Analysis

Analyzes time-series data using scaling theory to identify turbulence regimes, persistence, and long-range dependencies.

Pitchfork Dynamics

Analyzes symmetric bifurcations and symmetry-breaking patterns in complex dynamical systems and differential equations.

Invariant Set Analysis

Analyzes and identifies sets within dynamical systems that are preserved by the flow of differential equations and manifolds.

Multi-Agent System Consensus

Implements and analyzes agreement protocols within multi-agent dynamical systems using algebraic dynamics and topological principles.

AI Multimodal Processing

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

CatSharp Galois Bridge

Facilitates Galois adjunctions between local agent operations and global cognitive category theory using Mazzola’s mathematical music structures.

Incentive Prompting Optimizer

Optimizes AI outputs using research-backed prompting techniques to increase response quality and accuracy by up to 115%.

Gay.jl Bisimulation Integration

Integrates deterministic color generation with bisimulation game semantics for verifiable GF(3) conservation logic.

Advanced Excel & Spreadsheet Automation

Automates professional spreadsheet creation, data analysis, and financial modeling with a focus on formula-driven logic.

Incentive Prompting & AI Optimization

Enhances AI response quality by 45-115% using research-backed techniques like monetary framing, expert personas, and step-by-step reasoning.

Glass Hopping Navigation

Navigates complex conceptual possibility spaces using type-theoretic bridge transitions and ordered locale structures.

HyJAX Relational Thread Analysis

Analyzes conversation threads and concept networks using advanced relational thinking and ACSet modeling.

Local Compositionality Gadget

Manages ergodic local updates using Blume-Capel dynamics and GF(3) conservation for topological graph rewriting.

TrueALIFE: Self-Indexing Automata

Implements self-indexing automata and metabolic computational patterns at the edge of chaos using GF(3) logic.

Phase Space Transformation

Implements coordinate changes that preserve system dynamics within complex dynamical systems and manifolds.

Ordered Locale Fanout

Orchestrates triadic parallel agent dispatch using ordered locale theory and deterministic seeding for balanced AI workflows.

SAP RPT-1 Predictor

Leverages SAP's open-source tabular foundation model to perform predictive analytics on structured business data without model training.

LLM Communication Optimizer

Masters the art of prompting by treating LLMs like senior engineers through goal-oriented instructions and clear role definition.

LLM Gateway Routing

Manages multi-model access, fallbacks, and cost-based routing using OpenRouter and LiteLLM.

AI & LLM Development Suite

Standardizes the integration and optimization of Large Language Models through live research protocols and production-grade engineering patterns.

Ollama Local AI Integration

Integrates Ollama into projects for local AI inference, model management, and streaming API implementation.

Prompt Engineering Patterns

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

Qualitative Coherence Checker

Ensures alignment between philosophical stances, analytical language, and research practices in qualitative studies.

ML Pipeline Workflow Orchestrator

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

RAG Chunking Strategies

Implements optimized document splitting and processing workflows for Retrieval-Augmented Generation (RAG) systems.

RG Flow ACSet

Implements Renormalization Group (RG) flows using categorical ACSet semantics and topological XY model defect analysis.

RAG Implementation for LLMs

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

Document to MXCP Ingestor

Automates the intelligent ingestion of Excel and Word documents into MXCP servers for structured querying and semantic search.

MQL5 Python Workspace

Automates the translation of MetaTrader 5 (MQL5) indicators into validated Python implementations for algorithmic trading.

Subgroup Analysis Pro

Conducts rigorous statistical subgroup analyses to identify effect moderation and data heterogeneity across diverse research populations.