Data Science & ML Claude 스킬

DTS (Data Tool Suite)

Facilitates observable data exploration and dbt project analysis through a structured SQL query and interpretation workflow.

HS Risk Scoring & Reporting

Performs automated risk assessment on logistics data by identifying formatting errors, hazardous materials, and dimensional flags.

COBRApy Metabolic Modeling

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

Rust Machine Learning

Builds high-performance machine learning systems and AI inference pipelines using Rust's memory-efficient ecosystem.

Life Science Literature Explorer

Automates the discovery, extraction, and visualization of open-access life science research from PubMed and Europe PMC.

Gemini CLI for Claude Code

Integrates Google Gemini's multimodal reasoning and automated CLI tools into Claude Code for advanced AI collaboration and research.

MATLAB & Octave Scientific Computing

Provides specialized support for MATLAB and GNU Octave numerical computing, matrix operations, and scientific visualization.

Scientific Critical Thinking

Evaluates the rigor of scientific research by assessing methodology, statistical validity, and evidence quality using industry-standard frameworks.

Excel & Spreadsheet Management

Automates professional spreadsheet creation, financial modeling, and data analysis with rigorous formula verification and industry-standard formatting.

Hummingbot Trading Bot Expert

Provides comprehensive assistance for building, configuring, and optimizing automated crypto trading strategies using the Hummingbot framework.

HMDB Metabolome Database

Accesses and queries the Human Metabolome Database for detailed metabolite information, clinical biomarkers, and biochemical pathways.

Cryptofeed Integration

Streams and normalizes real-time cryptocurrency market data from over 40 exchanges for algorithmic trading and analysis.

Gemini 3 Advanced Features

Implements advanced Gemini 3 Pro capabilities including function calling, structured JSON outputs, and cost-efficient context caching for production AI applications.

RLM Recursive Context Processor

Processes and analyzes massive files through a recursive language model loop and persistent local Python environment.

Agent Memory System

Implement a multi-layered persistent memory architecture for AI agents to enable cross-session learning and long-term context retention.

Python Experiment Reproducibility

Ensures deterministic results in Python research code by centralizing configurations, controlling randomness, and recording run metadata.

FinnHub Financial Data

Integrates real-time financial market data including stock quotes, forex rates, crypto prices, and company fundamentals via the FinnHub API.

LabArchives ELN Integration

Automates electronic lab notebook workflows including data uploads, notebook backups, and programmatic entry management via the LabArchives REST API.

AI News Aggregator

Aggregates and summarizes the latest artificial intelligence industry news and technological breakthroughs into concise, high-impact briefings.

scvi-tools: Probabilistic Single-Cell Analysis

Implement deep generative models for single-cell omics analysis, enabling batch correction, multimodal integration, and probabilistic differential expression.

Scanpy Single-Cell Analysis

Performs comprehensive single-cell RNA-seq analysis workflows including quality control, clustering, and visualization.

Scholar Evaluation

Evaluates scholarly research papers and academic work using the systematic ScholarEval framework to provide structured feedback and quality scores.

Real-World Evidence Analysis in R

Generates real-world evidence from observational data using advanced R-based causal inference and target trial emulation techniques.

NCBI Gene Database Integration

Simplifies gene data retrieval and annotation by querying the NCBI Gene database via E-utilities and Datasets APIs.

PufferLib Reinforcement Learning

Accelerates reinforcement learning workflows with high-performance environment vectorization and optimized PPO training.

Bedrock AgentCore Memory

Integrates persistent episodic and short-term memory into Amazon Bedrock agents to maintain user context and learn from interactions across sessions.

AC Memory Manager

Manages persistent cross-session memory for autonomous coding tasks using Graphiti integration.

Advanced Adaptive Trial Design in R

Design, simulate, and analyze complex adaptive clinical trials using industry-standard R packages and Bayesian methods.

Kalshi Prediction Markets

Accesses real-time prediction market data, betting odds, and trading analytics from the Kalshi platform.

Pymoo Optimization Framework

Optimizes complex multi-objective and constrained problems using state-of-the-art evolutionary algorithms and decision-making tools.