Data Science & ML Claude 스킬

Stan Fundamentals

Provides foundational knowledge for writing, reviewing, and optimizing high-performance Stan 2.37 Bayesian models.

Bayesian Time Series Models

Implements advanced Bayesian time series analysis using Stan and JAGS for probabilistic forecasting and state-space modeling.

Hierarchical Bayesian Modeling

Implements and optimizes hierarchical Bayesian models with support for partial pooling and advanced parameterization techniques.

Bayesian Model Diagnostics

Evaluates Bayesian model convergence and sampling performance using MCMC diagnostics for Stan and JAGS frameworks.

Advanced Excel & Spreadsheet Manager

Enables professional-grade spreadsheet creation, financial modeling, and data analysis with automated formula verification and industry-standard formatting.

Backsolve Miner/Metal Ratio Fundamentals

Decomposes mining stock-to-metal price ratios into fundamental drivers like AISC, leverage, and valuation multiples using automated financial data extraction.

Automatic CSV Data Analyst

Analyzes CSV files automatically to provide statistical summaries, domain-specific insights, and relevant visualizations without requiring user intervention.

ML Pipeline Workflow

Orchestrates end-to-end MLOps pipelines from data preparation and model training to production deployment and monitoring.

Marimo Notebook Assistant

Builds and optimizes reactive Python notebooks using marimo for interactive data analysis, dashboards, and machine learning workflows.

Bayesian Modeling in R

Builds and analyzes robust Bayesian statistical models using Stan-based R packages like brms and rstanarm.

Individual Participant Data (IPD) Meta-Analysis

Synthesizes patient-level data across multiple studies using advanced meta-analysis methods and R statistical frameworks.

LLM Evaluation Framework

Implements rigorous evaluation strategies for AI applications using automated metrics, human feedback, and LLM-as-judge patterns.

Prompt Template Manager

Standardizes AI agent development through reusable, composable, and version-controlled prompt templates.

Gemini Video Intelligence

Analyzes and extracts deep insights from video files and YouTube URLs using the Google Gemini API.

Scientific Brainstorming

Facilitates creative research ideation and exploratory scientific problem-solving through structured conversational partnership.

Marimo Development

Builds reactive Python notebooks, interactive dashboards, and data-driven applications using the marimo framework.

Zarr Python Scientific Data Management

Manages large N-dimensional arrays with chunking and compression for high-performance scientific computing and cloud storage.

Qiskit Quantum Computing

Builds, optimizes, and executes quantum circuits and algorithms on real hardware and high-performance simulators.

Pymoo Optimization

Implements multi-objective and single-objective optimization algorithms to solve complex engineering and mathematical problems.

Molfeat Molecular Featurization

Converts chemical structures into numerical representations for molecular machine learning and drug discovery workflows.

Agentic Prompt Crafting

Optimizes AI agent behavior through specialized prompt engineering patterns and best practices for complex, autonomous workflows.

Pixi Package Manager

Manages fast, reproducible scientific Python environments by unifying the conda and PyPI ecosystems.

LLM Evaluation

Implements comprehensive evaluation frameworks to measure LLM application quality using automated metrics, human feedback, and comparative benchmarks.

RAG Implementation Expert

Builds high-performance Retrieval-Augmented Generation (RAG) systems using vector databases and semantic search to ground LLMs in external data.

Prompt Engineering Patterns

Implements advanced prompt engineering techniques to maximize LLM performance, reliability, and reasoning capabilities in production environments.

Ensembl Genome Database Access

Accesses the Ensembl REST API to retrieve genomic sequences, gene annotations, and variant analysis data for over 250 species.

Scientific Critical Thinking

Evaluates research rigor by assessing methodology, statistical validity, and bias using established frameworks like GRADE and Cochrane.

Financial Analysis & Modeling

Provides comprehensive financial frameworks for modeling, valuation, corporate finance decisions, and advanced statement analysis.

Flow Nexus Neural

Train, deploy, and manage distributed neural networks within E2B sandboxes using the Flow Nexus ecosystem.

ReasoningBank with AgentDB

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