Data Science & ML Claude 스킬

Condensed ANIMA QC

Manages quantum-classical network transitions and state conservation using s-expressions across polyglot computing environments.

AgentDB Memory Patterns

Implements high-performance persistent memory and pattern learning for stateful AI agents using AgentDB.

Constraint Propagator Networks

Implements bidirectional constraint propagation and fixpoint derivation for complex autonomous information networks.

Moth Actias Quantum Synth

Transforms quantum qubit states into expressive musical textures through Bloch sphere sonification and MIDI control.

Datalog Fixpoint Iteration

Implements bottom-up fixpoint iteration for recursive Datalog queries using saturation-based evaluation.

ADK Core: Google Agent Development Kit

Bootstraps and configures intelligent AI agents using the Google Agent Development Kit (ADK) with support for multiple LLM providers.

MQL5 Python Workspace

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

LiveKit Omni-modal Coach

Facilitates real-time, multi-modal continuous coaching and guidance through LiveKit using dynamic modality selection and symbolic expression processing.

MLflow Python Integration

Automates experiment tracking and backtest logging using the MLflow Python API and QuantStats metrics.

Topos Generation

Generates sheaf-theoretic models and forces propositions within topos theory to enable advanced mathematical modeling and logic synthesis.

AgentDB Learning Plugins

Integrate 9 reinforcement learning algorithms to build self-improving AI agents that learn from experience and optimize behavior autonomously.

Rubato Composer: Mathematical Music Theory

Integrates Guerino Mazzola's Topos of Music framework to enable categorical music analysis and mathematical composition.

Geodesic Manifold Calculations

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

Dynamical System Functor

Models and analyzes the categorical structure of dynamical systems to evaluate stability and qualitative behavior.

LLM Application Development

Streamlines the creation of AI-powered features through expert prompt engineering, RAG patterns, and multi-model API integrations.

Time Parameterization

Manages the reparameterization of time in flows for complex dynamical systems and topological modeling.

Lyapunov Function Analysis

Analyzes the stability and qualitative behavior of dynamical systems using scalar function trajectories.

Molecular Assembly Index

Calculates molecular complexity using Assembly Theory to identify biosignatures and validate chemical pathways.

Bifurcation Diagram Generator

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

Dynamical Flow Analysis

Models and analyzes one-parameter groups of diffeomorphisms generated by vector fields within dynamical systems.

Markov Game ACSet

Models and verifies state-dependent Markov games using Attributed C-sets and GF(3) conservation laws.

Dynamical Systems Stability Analysis

Analyzes the qualitative behavior and robustness of solutions near equilibria in complex dynamical systems.

System 2 Attention

Enhances AI reasoning by implementing a two-stage deliberate attention mechanism to filter noise and ensure factual grounding.

DisCoPy String Diagram Framework

Computes and visualizes monoidal categories, quantum circuits, and natural language structures using string diagrams.

Dynamical System Limit Sets

Analyzes the asymptotic behavior of trajectories in dynamical systems to determine long-term qualitative patterns.

Koopman Generator

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

Stata Statistical Analyst

Conducts rigorous, publication-quality quantitative research and statistical analysis using Stata through a systematic phased workflow.

Specter Navigator Gadget

Enables high-performance bidirectional navigation and transformation of complex nested data structures using compiled path expressions and constraint logic.

Repeller Dynamical Systems

Models and analyzes invariant sets that repel nearby trajectories within complex dynamical systems and topological manifolds.

WEV Verification & Topological Validation

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