Data Science & ML Claude 스킬

Cirq Quantum Computing

Builds, simulates, and executes quantum circuits on simulators and hardware providers using Google's open-source Cirq framework.

OpenAlex Academic Literature

Queries and analyzes the OpenAlex database to search scholarly literature, track citations, and perform bibliometric analysis.

ESM Protein Design & Analysis

Empowers protein engineering and biological research through state-of-the-art ESM3 generative models and ESM C embeddings.

Excel Spreadsheet Analysis & Modeling

Automates the creation, editing, and analysis of professional-grade Excel spreadsheets with dynamic formulas and industry-standard financial formatting.

SHAP Model Interpretability

Explains machine learning model predictions and feature importance using mathematically grounded Shapley values and high-impact visualizations.

LabArchives Integration

Integrates with LabArchives Electronic Lab Notebook (ELN) via REST API to automate research documentation, data uploads, and notebook management.

Open Targets Drug Discovery

Accesses the Open Targets Platform to identify therapeutic targets, analyze disease associations, and evaluate drug tractability.

Contingency Module Architect

Designs resilient contingency module architectures to manage failure scenarios within AI governance frameworks.

Pydantic AI Agent Builder

Builds production-grade AI agents using the Pydantic AI framework with robust type safety and structured outputs.

CSV Data Summarizer

Analyzes CSV files to provide immediate statistical summaries and automated data visualizations using Python and pandas.

Gemini Token Optimization

Optimizes token usage and reduces operational costs when delegating tasks to the Gemini CLI.

Opentrons Lab Automation

Automates laboratory liquid handling workflows by generating and optimizing Opentrons Protocol API v2 scripts for Flex and OT-2 robots.

Excel & Financial Modeling Pro

Automates spreadsheet creation, complex financial modeling, and data analysis with professional formatting and formula integrity.

LLM Evaluation & Metrics

Implements comprehensive evaluation frameworks for LLM applications using automated metrics, human feedback, and LLM-as-judge patterns.

Denario AI Scientific Research Assistant

Automates end-to-end scientific research workflows from initial data analysis and hypothesis generation to publication-ready LaTeX manuscripts.

Implement Paper From Scratch

Guides developers through the methodical, step-by-step implementation of research papers to ensure deep understanding and reproducible results.

Research Question Refiner

Transforms vague research interests into concrete, actionable, and tractable research questions with a systematic feasibility analysis.

Agent Creator

Architects specialized, production-ready AI agents using a rigorous 4-phase methodology and evidence-based prompting techniques.

LangChain Architecture

Design and implement sophisticated LLM applications using LangChain's agents, memory, and tool integration patterns.

Prompt Engineering Patterns

Optimizes LLM performance and reliability through advanced prompt engineering techniques and structured reasoning patterns.

ML Pipeline Workflow

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

ENA Bioinformatics & Genomics Data

Accesses and retrieves nucleotide sequences, raw reads, and genome assemblies from the European Nucleotide Archive (ENA) via REST APIs and FTP.

Scientific Exploratory Data Analysis

Performs automated exploratory data analysis and generates comprehensive markdown reports for over 200 scientific file formats.

Financial Modeling

Builds comprehensive financial models including DCF analysis, sensitivity testing, and Monte Carlo simulations for investment and valuation decisions.

Experiment Design Checklist

Generates rigorous experimental frameworks to validate research hypotheses with statistical significance and comprehensive baseline comparisons.

Julia Numerical Computing

Executes complex numerical calculations, linear algebra operations, and scientific computing tasks using the high-performance Julia language.

Product Expert Design

Designs adaptive user-facing agent experts to create personalized product experiences and dynamic UX.

ERA5 Climate Data Downloader

Retrieves global atmospheric, land, and ocean climate reanalysis data from the Copernicus Climate Data Store using the CDS API.

Kokoro Local Text-to-Speech

Converts text and long-form markdown documents into high-quality audio locally using the Kokoro-82M model optimized for Apple Silicon.

Hugging Face Space Deployer

Automates the creation, configuration, and deployment of machine learning demos on Hugging Face Spaces using Gradio, Streamlit, and ZeroGPU.