Data Science & ML Claude 스킬

Lit Review & Research Synthesis

Conducts comprehensive multi-paper literature reviews with deep gap analysis and automated citation mapping.

Academic Paper Analyzer

Extracts structured research data from academic papers and integrates it into a persistent knowledge graph.

RAG Architect

Architects and optimizes production-grade Retrieval-Augmented Generation (RAG) pipelines for AI applications.

Spark Job Creator

Generates optimized Apache Spark jobs and ETL pipelines for robust big data processing and transformation.

Mistral SDK Patterns

Implements production-ready Mistral AI integration patterns for Python and TypeScript applications.

Text Sentiment Analysis Tool

Analyzes the emotional tone of text data to classify content as positive, negative, or neutral with confidence scores.

Databricks Delta Lake ETL Workflow

Builds production-grade Delta Lake ETL pipelines using the medallion architecture on Databricks.

Data Quality Checker

Validates data integrity and automates quality checks within data engineering pipelines to ensure reliable information flow.

Engineering Autoresearch Agent

Automates iterative code experimentation and performance optimization through a systematic run-evaluate-repeat cycle.

Resume Experiment

Reinstates paused or context-limited engineering experiments by restoring branch state, configuration, and historical performance data.

Experiment Log

Tracks experiment parameters, results, and environment snapshots to ensure full reproducibility and systematic iteration.

BayesFlow Adapter Assistant

Streamlines the creation and debugging of BayesFlow data preprocessing pipelines for simulation-based inference.

BayesFlow Keras Operations

Ensures backend-agnostic tensor mathematics for BayesFlow extensions using Keras 3 operations to maintain cross-framework compatibility.

BayesFlow Model Validation

Validates neural posterior estimators using Simulation-Based Calibration (SBC) and diagnostic metrics for BayesFlow models.

BayesFlow Packaging Expert

Manages package structures, API exports, and CI configurations for BayesFlow extension modules.

Databricks Reference Architecture

Implements production-ready Databricks Lakehouse architectures using Unity Catalog and the medallion data pattern.

Quarto Survey Analysis Setup

Initializes a professional Quarto environment for survey data analysis using Python, uv, and Typst PDF pipelines.

Survey Report Builder

Automates the generation of professional Quarto PDF reports and PowerPoint presentations from CSV survey data.

Thematic Analysis

Performs systematic qualitative thematic analysis on document collections to extract deep structural insights and categorized themes.

Financial Researcher

Conducts autonomous, institutional-grade financial analysis using multi-guru perspectives and advanced composite scoring.

Ground Truth Labeling

Establishes rigorous and defensible ground truth labels for evaluation datasets based on authoritative guidelines.

SSW Solar Machine Learning

Develops and deploys deep learning models for solar physics using preprocessed Sun and Space Weather data.

Solar Data Visualization (SSW-Viz)

Visualizes solar observation data, EUV imagery, and machine learning model outputs using SunPy and Matplotlib.

Pegasus Workflow Scaffolder

Automates the creation of production-grade Pegasus scientific workflows from high-level pipeline descriptions.

Excel Interactive Agent

Enables Claude to interactively explore, analyze, and modify open Microsoft Excel workbooks using natural language commands.

Academic Review Training Extractor

Extracts structured training pairs from academic peer reviews and source documents to build high-quality datasets for LLM fine-tuning.

Multi-Agent System Optimizer

Optimizes multi-agent AI systems through intelligent coordination, performance profiling, and cost-aware orchestration.

ctrlsys Control Theory & Systems Engineering

Provides expert guidance on control system design, analysis, and identification using the ctrlsys library.

Aristotle Mathematical Prover

Verifies mathematical claims and generates Lean 4 formal proofs or counterexamples using the Harmonic Aristotle API.

Convolutional Debate Agent

Enhances decision-making through a multi-model adversarial reasoning protocol and reliability-weighted aggregation.