Data Science & ML Claude 스킬

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.

RG Flow ACSet

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

Subgroup Analysis Pro

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

Data Visualization

Generates publication-quality scientific figures and data visualizations following academic design standards.

Research Pre-Registration

Automates the creation of comprehensive pre-registration documents to ensure research transparency and prevent questionable scientific practices.

PRISMA Flow Diagram Generator

Generates standardized PRISMA 2020 flow diagrams to document the study selection process in systematic literature reviews.

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.

PolicyEngine Aggregation Patterns

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

Effect Size Calculator

Calculates and interprets standardized effect sizes to quantify the magnitude of research findings beyond simple p-values.

Synthesis Matrix

Generates structured evidence synthesis matrices to organize and compare research data for systematic reviews.

OpenAI Integration Specialist

Integrates sophisticated OpenAI API features including streaming chatbots, content generation, and rate-limited API routes for production-ready AI applications.

WEV Verification & Topological Validation

Validates World Extractable Value (WEV) and topological system states using GF(3) logic and cybernetic reafference loops.

Waddington Landscape Modeling

Models developmental biology cell fate transitions through gradient flow, potential surfaces, and fractional diffusion dynamics.

Ward Identity Checker

Verifies GF(3) symmetry conservation and Markov blanket integrity across renormalization group flows for cybernetic system stability.

WEV Tesseract

Verifies thread ancestry and reconstructs balanced world states to facilitate epistemic arbitrage and skill orchestration.

ReasoningBank Intelligence

Implements adaptive learning and meta-cognitive capabilities for AI agents to optimize strategies based on historical experience.

ReasoningBank with AgentDB

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

Vector Field Dynamics

Models and analyzes dynamical systems by assigning vectors to points in phase space to define complex flows and trajectories.

Data Science & Sparsification

Implements L0 regularization and intelligent sampling techniques to optimize neural network sparsification and survey data calibration.

World Extractable Value (WEV)

Quantifies and extracts economic value from coordination inefficiencies and world transitions using Markov blanket arbitrage and Multiverse Finance.

LLM Evaluation & Benchmarking

Implements comprehensive evaluation frameworks for LLM applications using automated metrics, LLM-as-Judge patterns, and human feedback loops.

URDF to MJCF Converter

Converts URDF robot descriptions into MJCF format for high-performance MuJoCo and MJX physics simulations.

Unwiring Arena

Models and simulates autopoietic systems using arena theory and GF(3) conservation rules for adaptive learning.

Unwiring Arena

Implements play/coplay arena theory for autopoietic closure and learning through GF(3) conservation.

Ultrametric Distance Metrics

Computes non-Archimedean distance metrics for hierarchical clustering, p-adic analysis, and version control ancestry.

Zeroth Bot Robotics Platform

Facilitates the development, simulation, and control of 3D-printed humanoid robots for reinforcement learning research.

Data Storytelling Analyst

Transforms raw datasets into impactful visual narratives using advanced data visualization techniques and narrative design principles.