Data Science & ML Claude 스킬

Confidence Intervals Thinking Pattern

Quantifies uncertainty in estimates by generating plausible ranges to enable more reliable data-driven decision making.

Survey Report Builder

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

Quarto Survey Analysis Setup

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

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.

Experiment Log

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

AI Development Research Agent

Conducts deep technical research and provides implementation guidance for AI-enabled software development including RAG, agentic workflows, and LLM architectures.

Agno AI Agent Framework

Build and deploy production-ready multi-agent systems with MCP integration and automated workflows.

Research & Statistical Analysis

Performs hypothesis-driven statistical analysis and data visualization on datasets, system metrics, and experiment logs.

Lit Review & Research Synthesis

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

Jupyter Notebook Manager

Programmatically creates, edits, and optimizes Jupyter and Google Colab notebooks with precise JSON formatting and metadata management.

Haipipe NN Algorithm Layer

Standardizes the integration of external machine learning libraries and custom neural network modules within the Haipipe architecture.

Notebook Analysis Pipeline

Manages a robust four-stage pipeline that converts modular Python scripts into interactive Jupyter notebooks and comprehensive markdown documentation.

HAIPipe Source Data Processor

Standardizes raw academic and medical data files into structured SourceSet DataFrames for research pipelines.

Haipipe Model Instance Layer

Orchestrates model lifecycles and provides HuggingFace-style APIs for modular neural network research pipelines.

HAIPipe NN Pipeline Overview

Provides a foundational architecture map and decision guide for managing neural network pipelines within the HAIPipe research framework.

Haipipe NN Model Tuner

Standardizes machine learning algorithm implementation through a universal wrapper contract for seamless training, inference, and serialization.

HaiPipe Record Processor

Transforms raw source datasets into temporally-aligned structured record sets for academic research and machine learning.

HAIPipe Case Processing (Layer 3)

Transforms temporal RecordSets into event-triggered CaseSets for machine learning feature extraction.

Academic Evaluation & Display

Automates the generation of publication-ready tables and figures from model performance data for academic research.

HAIPipe NN ModelSet & Pipeline Orchestrator

Orchestrates neural network training, evaluation, and deployment through a model-agnostic pipeline and standardized asset packaging system.

Speech2Text Client

Transcribes audio and video files into text via a specialized Speech2Text API with support for JWT authentication and task polling.

HAIPipe ML Data Preparation

Transforms structured CaseSets into ML-ready datasets with automated splitting, feature engineering, and vocabulary management.

Paper Incubator

Automates the creation and interactive refinement of LaTeX academic paper drafts from research data and architectural blueprints.

PubMed Research

Conducts professional-grade biomedical literature searches and manages citations using the PubMed database.

Ruvector Memory Conventions

Standardizes vector memory workflows and MCP tool interactions for persistent codebase intelligence and context management.

Monte Carlo Simulation

Quantifies uncertainty and assesses risk distributions by running thousands of probabilistic scenarios with random variable inputs.

Bayes' Theorem Analysis

Refines probability estimates and decision-making by systematically updating beliefs as new data or evidence emerges.

Ask Gemini Collaboration

Enables seamless model-to-model collaboration by delegating research, code reviews, and architectural validation to Google Gemini.

Aristotle Mathematical Prover

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