Data Science & ML Claudeスキル

Advanced Excel & Data Analysis

Automates the creation, editing, and analysis of professional Excel spreadsheets with advanced formula support and financial modeling standards.

GNU Radio SDR & Signal Processing

Builds and manages complex signal processing flowgraphs and custom Python blocks for Software Defined Radio (SDR) applications.

UniProt Protein Database Access

Accesses the UniProt REST API to perform comprehensive protein searches, sequence retrieval, and cross-database identifier mapping.

Senior Prompt Engineer

Optimizes Large Language Model performance through advanced prompt design patterns, agentic architectures, and comprehensive evaluation frameworks.

Agent Builder

Automates the end-to-end development of AI Agent systems using popular frameworks like LangGraph, AutoGen, and CrewAI.

US Stock Market Evaluation

Evaluates US equities using institutional-grade fundamental analysis, DCF valuation modeling, and financial quality scoring.

SICMUtils (Emmy) Computational Physics

Provides a comprehensive Clojure library for symbolic mathematics, automatic differentiation, and classical mechanics simulation based on SICM concepts.

ReasoningBank Agent Learning

Implements adaptive learning and high-performance trajectory tracking for autonomous agents using the AgentDB vector backend.

HVM Parallel Runtime

Implements massively parallel functional computation using interaction nets and GPU-accelerated graph reduction.

Scientific Visualization & Plotting

Creates journal-ready, publication-quality scientific figures with standardized styling, multi-panel layouts, and colorblind-safe palettes.

Specter ACSet Navigation

Provides high-performance, bidirectional data navigation and transformation for Julia collections, S-expressions, and ACSets.

Gay.jl Color & Trit Integration

Integrates deterministic color generation with bisimulation game semantics and GF(3) conservation verification.

Gestalt Hacking & Pattern Logic

Analyzes and manipulates data patterns using Gestalt perceptual principles and topological logic to identify emergent structures.

Scientific Brainstorming Partner

Facilitates creative scientific ideation by generating hypotheses, exploring interdisciplinary connections, and challenging research assumptions.

OlmoEarth MLX Spatio-Temporal Intelligence

Analyzes planetary intelligence and crypto-geographic data using AI2 OlmoEarth foundation models optimized for Apple Silicon.

Enzyme.jl Automatic Differentiation

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

Clinical Decision Support

Generates professional, publication-ready clinical decision support documents and biomarker-stratified cohort analyses for pharmaceutical and clinical research.

Algebraic Graph Rewriting

Performs category-theoretic graph transformations and declarative data structure rewrites using DPO, SPO, and SqPO techniques.

Directed Interval Type Theory

Axiomatizes the directed interval (0 → 1) to model irreversible processes, time-directed homotopy, and chemical reaction pathways.

Conversation Delta Derivation

Extracts and verifies information deltas between Claude.ai conversation exports using ACSets morphisms and bisimulation verification.

Networked Dynamical Systems

Models and analyzes dynamical systems on graphs to evaluate qualitative behaviors like stability, sinks, and bifurcations.

Haskell Diagrams DSL

Generates complex declarative vector graphics and scientific visualizations using the Haskell Diagrams embedded domain-specific language.

PyDESeq2 Gene Expression Analysis

Performs comprehensive differential gene expression analysis on bulk RNA-seq data using the PyDESeq2 framework.

COBRApy Metabolic Modeling

Performs constraint-based reconstruction and analysis (COBRA) of metabolic models for systems biology and metabolic engineering.

Biopython Molecular Biology

Automates biological computation tasks including sequence analysis, structural bioinformatics, and programmatic NCBI database access.

Geodesic Manifold

Computes shortest paths on spherical surfaces and Riemannian manifolds for navigation, aviation routing, and spatial analysis.

LaSalle Invariance Stability Analysis

Analyzes the asymptotic stability of dynamical systems using the LaSalle Invariance principle to determine long-term qualitative behavior.

Invariant Measure Analysis

Analyzes dynamical systems to identify measures preserved by flow and evaluate qualitative stability behavior.

AI Compression Progress Curiosity

Measures and rewards AI learning through the derivative of data compression efficiency to enable intrinsic curiosity and creative exploration.

Single-Cell Genomics Analysis (scvi-tools)

Analyzes single-cell omics data using probabilistic models for tasks like batch correction, dimensionality reduction, and differential expression.