Data Science & ML Claude 스킬

People Analytics & HR Insights

Optimizes workforce management through data-driven insights, predictive attrition modeling, and automated HR metric analysis.

Spark Engineer

Optimizes and builds high-performance distributed data processing pipelines using Apache Spark and PySpark.

Pandas Pro

Optimizes data manipulation and analysis workflows using high-performance, vectorized pandas patterns.

LLM Fine-Tuning Expert

Optimizes large language models through parameter-efficient fine-tuning, automated dataset preparation, and production-grade performance benchmarking.

ML Pipeline Engineering

Orchestrates production-grade machine learning workflows, including feature engineering, automated training, and MLOps lifecycle management.

Prompt Engineer

Designs, optimizes, and evaluates high-performance LLM prompts using advanced techniques like chain-of-thought and few-shot learning.

Financial Modeling Workflow

Builds validated, institutional-grade financial models including DCF, LBO, and M&A valuations with comprehensive scenario analysis.

Financial Analysis Workflow

Conducts rigorous, audit-ready financial analysis including ratio, trend, and variance assessments through a structured 5-phase workflow.

Agent Brain Configuration

Streamlines the installation, provider configuration, and initialization of the Agent Brain RAG system for local or cloud-based document search.

Prompt Engineer

Crafts high-quality AI instructions using the Genius Intern framework to maximize LLM performance and clarity.

GEPA Prompt Optimizer & DSPy Guide

Optimizes LLM prompts using the GEPA algorithm and DSPy framework with integrated observability and Pareto-based performance tuning.

RAG Chunking Strategy

Implements optimal document chunking strategies to enhance RAG system retrieval accuracy and maintain semantic context.

LangChain4j AI Services

Builds type-safe, declarative AI services using LangChain4j patterns and Java interfaces with minimal boilerplate code.

AWS Bedrock AgentCore Assistant

Deploys and manages AI agents using the AWS Bedrock AgentCore suite of services for scaling, memory, and tool integration.

Data Report Generator

Generates professional Korean-style business reports and KPI dashboards from Excel and CSV data.

Business Data Report Generator

Automates the creation of professional, Korean-style business reports and KPI dashboards from raw Excel or CSV data.

Distributed HEC-RAS Computing

Scales HEC-RAS hydraulic simulations across remote Windows machines, Docker containers, and cloud environments using automated distributed execution.

HEC-RAS Execution Strategy Planner

Analyzes HEC-RAS projects to recommend optimal execution modes, plan ordering, and parallel processing parameters.

AI Critical Thinking Framework

Architects sophisticated AI agents with advanced reasoning capabilities, metacognitive monitoring, and automated self-correction cycles.

Coolhunter Trend Intelligence

Detects emerging cultural signals and tech trends through real-time news research and advanced elicitation frameworks.

Prompt Engineering Architect

Designs and optimizes high-performance LLM prompts using advanced reasoning techniques and model-specific structured formats.

Advanced Math & Algorithms Discovery

Automatically discovers and activates specialized mathematics and algorithm skills for complex computational and theoretical development tasks.

Data Journalism Workflow

Streamlines data journalism projects with specialized workflows for data acquisition, cleaning, analysis, and storytelling.

OpenAI Image Generator

Generates and manages batch AI image assets using OpenAI's DALL-E and GPT image models directly from your development environment.

Research Discovery

Orchestrates specialized research workflows and methodology skills for academic studies, statistical analysis, and systematic reviews.

Nextflow Pipeline Overview

Analyzes and summarizes Nextflow pipelines to provide immediate structural insights and dependency maps.

CocoIndex Pipeline Builder

Builds incremental data processing and vector embedding pipelines using declarative Python-native states and automatic change detection.

Agent SDK Builder

Builds custom AI agents using the OpenHands SDK through an interactive interview and guided implementation process.

Jupyter Notebook Manager

Manages Jupyter notebooks programmatically by reading, editing, executing, and converting .ipynb files for data science workflows.

TensorFlow Data Pipelines

Builds high-performance, scalable data input pipelines using the TensorFlow tf.data API to maximize training efficiency.