Data Science & ML Claude 스킬

AI Text Classifier & ML Engine

Categorizes text, detects sentiment, and filters spam using pre-trained and custom-trained machine learning models.

Financial Change-Point Detection

Detects structural breaks and regime shifts in financial time-series using Gaussian Process models to identify market transitions.

Spark Data Processing

Streamlines the development of PySpark ETL pipelines and distributed data processing workflows.

MechInterp Feature Overview

Provides a rapid diagnostic summary of Sparse Autoencoder (SAE) features to generate research hypotheses and identify model behaviors.

GPU VRAM Management & OOM Recovery

Optimizes GPU memory usage across multiple AI services by implementing automated VRAM management, retry logic, and inter-service signaling.

Scikit-HEP Hist Specialist

Streamlines the creation, manipulation, and visualization of multidimensional histograms using the scikit-hep Python ecosystem.

Scikit-learn Debugger

Systematically diagnoses and resolves Scikit-learn errors, data integrity issues, and model convergence failures.

RAG Implementation for LLM Apps

Implement production-ready Retrieval-Augmented Generation (RAG) systems to ground LLM responses in external knowledge and proprietary data.

Scikit-Learn Refactoring & Optimization

Refactors Scikit-learn and machine learning code into production-ready pipelines that ensure reproducibility and prevent data leakage.

MLOps Pipeline Workflow

Builds end-to-end MLOps pipelines to automate data preparation, model training, validation, and production deployment.

Financial Time-Series Momentum

Implements professional-grade trend-following strategies, volatility targeting, and multi-scale momentum indicators for financial data analysis.

PubMed Multi-Source Academic Search

Integrates multiple academic databases including PubMed, Semantic Scholar, and OpenAlex for comprehensive literature reviews and full-text retrieval.

ML Pipeline Workflow

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

Time Series Forecaster

Automates time series forecasting by analyzing historical data trends and generating predictive models with confidence intervals.

Phylogenetic Methods

Builds and analyzes phylogenetic trees using distance-based, maximum likelihood, and Bayesian inference methods.

VRAM & GPU OOM Management

Optimizes GPU VRAM usage through OOM retry logic, idle auto-unloading, and inter-service memory coordination protocols.

MAIC Methodology & Analysis Guide

Provides expert guidance for conducting and reviewing Matching-Adjusted Indirect Comparisons (MAIC) in clinical data analysis.

Chart Generator

Generates text-based visualizations and comprehensive reports to analyze the relationship between typographic errors and semantic drift in experimental data.

LLM Evaluation Suite

Implements robust evaluation frameworks for Large Language Model applications using automated metrics, human feedback, and statistical testing.

STC Methodology Expert

Provides expert methodological guidance and implementation patterns for conducting rigorous Simulated Treatment Comparisons (STC) in clinical trial analysis.

AutoML Optimizer

Automates hyperparameter tuning and model selection using intelligent search strategies like Bayesian optimization.

Excel & Spreadsheet Management

Manages complex Excel workbooks with automated formula creation, financial modeling standards, and data analysis.

Time Series Forecaster

Automates complex time-series forecasting pipelines including trend analysis, seasonality detection, and multi-model predictions.

ADK Real-Time Streaming Patterns

Configures Google ADK bidirectional streaming to build low-latency, multimodal AI agents with real-time voice and video capabilities.

Multi-Provider LLM Integration

Integrates multiple LLM providers using isolated interfaces and normalized data structures for consistent AI implementation.

LangGraph Builder

Constructs sophisticated, stateful AI agent workflows and graph-based logic using LangGraph best practices.

Regression Analysis Tool

Performs automated regression modeling and statistical analysis to uncover relationships between variables and predict numerical outcomes.

Prompt Engineering Expert

Optimizes and crafts high-performance LLM prompts using research-backed techniques like Chain-of-Thought and Few-Shot learning.

Excel & Spreadsheet Automation

Automates the creation, formatting, and analysis of professional-grade Excel spreadsheets and financial models.

Excel & Spreadsheet Master

Automates the creation, editing, and analysis of professional-grade Excel spreadsheets and financial models with dynamic formulas and rigorous verification.