Data Science & ML Claude 스킬

ReasoningBank with AgentDB

Implements high-performance adaptive learning and experience replay for AI agents using the AgentDB vector engine.

Antigravity Context Manager

Orchestrates dynamic AI context, intelligent memory systems, and RAG workflows for enterprise-scale multi-agent applications.

Prompt Engineering Patterns

Optimizes LLM performance and reliability through advanced prompting techniques like few-shot learning and chain-of-thought reasoning.

MarkItDown File-to-Markdown Converter

Converts diverse file formats and office documents into clean, LLM-ready Markdown for improved AI processing.

Advanced Excel & Spreadsheet Manager

Manages complex Excel workbooks with automated formula recalculation, professional financial modeling standards, and deep data analysis capabilities.

Prompt Engineering Patterns

Master advanced prompt engineering techniques to maximize LLM performance, reliability, and controllability in production applications.

Prompt Engineering Patterns

Implements advanced prompt engineering techniques to optimize LLM performance, reliability, and structured output in production environments.

Nixtla Research Assistant

Monitors and summarizes the Nixtla forecasting ecosystem to provide actionable updates on TimeGPT, StatsForecast, and MLForecast.

Hybrid Search Implementation

Combines vector similarity and keyword-based search to improve retrieval accuracy in RAG systems and search engines.

Vector Similarity Search Patterns

Implement high-performance similarity search and vector retrieval patterns across multiple database providers.

Agent Workflow Patterns

Implements sophisticated autonomous agent architectures and workflow patterns using the Vercel AI SDK.

Oracle Agent Spec Expert

Designs framework-agnostic, portable AI agents and multi-agent workflows using Oracle's Open Agent Specification.

LangChain Application Architect

Designs and implements sophisticated LLM applications using LangChain's framework for agents, memory, and complex workflows.

ML Model Evaluation Suite

Evaluates machine learning models by generating comprehensive performance metrics including accuracy, precision, and F1-score to guide model optimization.

Portfolio Risk Metrics Calculation

Calculates comprehensive financial risk metrics including VaR, CVaR, Sharpe, and Sortino ratios for quantitative portfolio management.

RAG Implementation Patterns

Implements high-performance Retrieval Augmented Generation (RAG) pipelines including document chunking, vector database integration, and semantic search.

ML Pipeline & MLOps Workflow

Orchestrates end-to-end MLOps pipelines from data ingestion and preparation to model training, validation, and production deployment.

LLM Application Evaluation

Implements comprehensive evaluation frameworks for LLM applications using automated metrics, human feedback, and systematic benchmarking.

Data Storytelling

Transforms raw analytics into persuasive business narratives through structured storytelling, visualization techniques, and executive-ready frameworks.

Spark Optimization

Optimizes Apache Spark jobs through advanced partitioning, memory management, and shuffle performance tuning.

Medical Symptom Analysis

Transforms raw medical consultation data into structured health assessments and actionable care recommendations.

LLM Performance Evaluation

Implements comprehensive evaluation strategies for LLM applications using automated metrics, human feedback, and benchmarking.

RAG Retrieval Patterns

Implements and optimizes advanced search strategies including semantic, hybrid, and reranking for high-performance RAG systems.

Quantitative Design Consultant

Architects optimized quantitative research designs, experimental methodologies, and sampling strategies using an enhanced three-phase validation process.

SAP AI Core & Generative AI Hub

Deploys and manages enterprise-grade AI/ML workloads on SAP Business Technology Platform using SAP AI Core and AI Launchpad.

SAP HANA Machine Learning (hana-ml)

Develops and deploys in-database machine learning models using the SAP HANA Python Client (hana-ml).

Document Parsing & Extraction

Extracts text, tables, and metadata from PDF, DOCX, and HTML documents to power RAG pipelines and data processing workflows.

I3 RAG Builder & Document Processor

Builds cost-free RAG systems using parallel document processing and local vector embeddings.

ElevenLabs Speech-to-Text Integration

Integrates ElevenLabs Scribe v1 for high-accuracy speech-to-text transcription across 99 languages with speaker diarization.

SAP Cloud SDK for AI

Integrates SAP AI Core and Generative AI Hub services into enterprise JavaScript and Java applications.