Data Science & ML Claude 스킬

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.

Enzyme.jl Automatic Differentiation

Provides high-performance LLVM-level automatic differentiation for Julia code on CPU and GPU architectures.

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.

DuckDB Spatial Analysis

Performs high-performance geospatial analysis, H3 hexagonal indexing, and PostGIS-compatible spatial SQL queries using DuckDB.

Condensed Analytic Stacks

Bridges Scholze-Clausen condensed mathematics and analytic stacks to sheaf neural networks via 6-functor formalisms.

Color Envelope Preserving

Enforces GF(3) color conservation and deterministic traversal across complex data navigator compositions.

Cognitive Surrogate System

Builds and validates high-fidelity psychological models to predict behaviors and generate authentic cognitive responses matching a subject's unique patterns.

Agent-o-rama Pattern Learner

Extracts behavioral patterns and interaction sequences to train cognitive surrogate systems and predictive models.

Agent-O-Rama

Extracts behavioral patterns and trains cognitive learning agents from interaction sequences.

RDKit Cheminformatics Toolkit

Performs advanced molecular analysis, descriptor calculation, and chemical informatics using the RDKit library.

Tool Experimenter

Systematically refines and validates research tools through multi-phase iterative testing and rigorous data-driven evaluation.

Abductive Inference REPL

Facilitates exploratory abductive reasoning and hypothesis testing through interactive REPL environments.

Hi-C Loop Calling

Identifies and calls chromatin loops from Hi-C data files in .mcool, .cool, or .hic formats for genomic visualization and analysis.

Abductive Reasoning REPL

Powers iterative hypothesis testing and exploratory abductive inference through an interactive REPL environment.

Topological Superintelligence (ASI)

Implements a compositional AI framework based on category theory and GF(3) triadic balance for deterministic, self-modifying agent architectures.

AgentDB Reinforcement Learning Plugins

Deploys and trains advanced reinforcement learning algorithms for autonomous agents to optimize behavior through experience.

Aeon Time Series Machine Learning

Performs specialized time series machine learning tasks including classification, forecasting, and anomaly detection using scikit-learn compatible algorithms.

Astropy Scientific Computing

Provides comprehensive tools for astronomical data analysis, including coordinate transformations, unit conversions, and FITS file manipulation.

Genomic Interval Machine Learning

Builds and trains machine learning models on genomic interval data to generate embeddings for regions, single cells, and metadata.

Data Cleaning Pipeline Generator

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

PolicyEngine Aggregation Patterns

Standardizes variable summation and entity aggregation within the PolicyEngine microsimulation framework.

Video Processing Pipeline

Automates video metadata extraction, thumbnail generation, web-optimized transcoding, and audio extraction with integrated DuckDB tracking.

HoloViz Data Visualization Expert

Creates advanced, interactive, and declarative data visualizations using HoloViews and the HoloViz ecosystem for complex data exploration.

Matplotlib Visualization Suite

Generate professional, publication-quality Python visualizations ranging from basic line plots to complex 3D figures and multi-panel subplots.

AI Session Compression

Optimizes multi-turn AI conversations by reducing token usage through advanced summarization and context management techniques.

LangChain App Architect

Builds sophisticated LLM applications using the LangChain framework with advanced agent, memory, and tool integration patterns.

LLM Performance Evaluation

Implements comprehensive evaluation frameworks for LLM applications using automated metrics, human feedback, and benchmarking strategies.