Data Science & ML Claude 스킬

Levin-Levity: Algorithmic Complexity & WEV

Balances algorithmic complexity with exploratory game theory to optimize proof discovery and extract World Extractable Value (WEV).

Map Projection & Geodesic Analysis

Analyzes and implements map projections using category theory and distortion metrics for precise geospatial transformations.

SICMUtils (Emmy) Physics Math

Provides a powerful Clojure environment for symbolic mathematics, automatic differentiation, and computational classical mechanics.

MLX Apple Silicon

Optimizes LLM performance on Apple M-series chips using the MLX framework for high-efficiency local inference and fine-tuning.

HoloViz Advanced Rendering

Optimizes high-performance visualization for massive datasets exceeding 100 million points using Datashader and HoloViews.

Hypothesis Testing

Guides the selection, assumption checking, and interpretation of statistical hypothesis tests for rigorous research data analysis.

Randomization

Implements rigorous random assignment procedures for scientific experiments to minimize selection bias and meet CONSORT standards.

Bifurcation Diagram Generator

Generates visual bifurcation diagrams to track stability transitions and behavior changes in dynamical systems.

Meta-Analysis

Conducts quantitative synthesis by pooling effect sizes across multiple research studies to calculate summary effects and assess statistical heterogeneity.

Effect Size Calculation

Calculates and interprets standardized effect sizes to quantify the practical significance of research findings beyond statistical significance.

Lisp-style ACSet Navigator

Provides a bidirectional bridge between S-expressions and Algebraic Julia data structures with high-performance navigation and transformation.

Blinding Procedures

Minimizes experimental bias by implementing structured blinding protocols and objectivity standards for scientific research studies.

Inclusion Criteria

Systematically applies eligibility criteria during literature screenings to ensure rigorous and reproducible study selection in research workflows.

Risk of Bias Assessment

Evaluates methodological quality and potential biases in research studies using industry-standard frameworks for systematic reviews.

ZX-Calculus Quantum Reasoning

Optimizes and reasons about quantum circuits using graphical string diagrams and spider-based rewrite rules.

Rerank - Search Result Optimization

Enhances search precision by applying cross-encoder models to re-order and refine initial vector search results.

Results Interpretation

Interprets and reports statistical findings with accuracy, prioritizing effect sizes and confidence intervals over simple p-value significance.

Experiment Design

Designs methodologically rigorous scientific experiments and research studies following NIH rigor standards and best practices.

LHoTT Cohesive Linear

Implements Cohesive Linear Homotopy Type Theory patterns to formalize interaction entropy and generate complex structural diagrams.

Ergodicity & Dynamical Systems

Analyzes and models complex dynamical systems using ergodicity principles where time averages equate to space averages.

Statistical Power Analysis

Calculates statistical power and determines optimal sample sizes to ensure experimental designs meet rigorous scientific and funding standards.

GF(3) Tripartite Orchestration

Coordinates multi-agent systems and state transitions using GF(3) Galois Field conservation principles.

Koopman Generator

Linearizes complex nonlinear dynamics using Koopman operator theory to enable predictive modeling through observable space.

Koopman Generator

Linearizes nonlinear dynamical systems using Koopman operator theory to generate predictive models from observable data.

Skill Embedding VSS

Performs vector similarity search and hierarchical clustering for agent skills using P-adic ultrametrics and MLX-powered embeddings.

Influence Propagation Analysis

Analyzes and traces the flow of ideas, topics, and behaviors across complex social and interperspectival networks.

Influence Propagation

Analyzes social network dynamics to trace idea adoption, influence flow, and interperspectival relationships.

IES Triadic Framework

Facilitates complex system modeling through a triadic balance of categorical structure, cybernetic agency, and phenomenological observation.

IES Triadic Reasoning

Implements a triadic framework balancing category theory, cybernetic agency, and phenomenological observation for complex system modeling.

Geodesic Manifold Calculations

Performs advanced geodesic calculations and Riemannian manifold operations for geospatial navigation and spherical geometry.