Data Science & ML Claude 스킬

LLM Evaluation Suite

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

Scientific Medicinal Chemistry

Applies medicinal chemistry rules and structural filters to prioritize and triage molecular compound libraries for drug discovery.

Agentic Optimization Craft

Implements a systematic, hypothesis-driven methodology for the iterative improvement of AI agents through automated evaluations and data-driven feedback loops.

Seaborn Statistical Visualization

Creates publication-quality statistical graphics and complex multi-panel data visualizations with minimal Python code.

AI Evaluation Infrastructure Validator

Validates evaluation contract readiness and metadata integrity before initiating agentic optimization loops.

Prompt Engineering Patterns

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

ML Pipeline Workflow

Builds and orchestrates end-to-end MLOps pipelines from data preparation through production deployment.

Bioinformatics Data & Analysis (gget)

Provides a unified interface for rapid bioinformatics queries, genomic sequence analysis, and protein structure prediction across 20+ scientific databases.

RAG System Implementation

Builds robust Retrieval-Augmented Generation (RAG) systems using vector databases and semantic search to ground LLM responses in proprietary data.

PyTorch Lightning Framework

Streamlines deep learning development by organizing PyTorch code into scalable, production-ready modules for efficient neural network training.

LangChain Architecture Design

Architects sophisticated LLM applications using the LangChain framework for agents, memory management, and complex tool integration.

BioRxiv Scientific Database Search

Searches and retrieves life sciences preprints from the bioRxiv database with support for metadata extraction and PDF downloads.

Data Versioning Refactor

Implements lightweight dataset tracking and reproducibility patterns to ensure data changes are explicit and traceable.

FiftyOne Image Deduplication

Identifies and removes duplicate or visually similar images in FiftyOne datasets using deep learning embeddings.

ReasoningBank with AgentDB

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

FlowIO Flow Cytometry Handler

Parses, processes, and generates Flow Cytometry Standard (FCS) files for biological data analysis and bioinformatics pipelines.

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.

Advanced Excel & Spreadsheet Manager

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

Scholar Evaluation Framework

Evaluates scholarly research and academic papers using the structured ScholarEval methodology for rigor and quality.

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.

COBRApy Metabolic Modeling

Performs constraint-based reconstruction and analysis of metabolic models for systems biology and metabolic engineering.

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.

PDB Structural Biology Database

Accesses and retrieves 3D protein and nucleic acid structures from the RCSB PDB for structural biology and drug discovery research.

Oracle Agent Spec Expert

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

Portfolio Risk Metrics Calculation

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