Data Science & ML Claude 스킬

COBRApy Metabolic Modeling

Performs constraint-based metabolic modeling and systems biology simulations using the COBRApy framework.

ADK Agent Engineer

Engineers production-ready Agent Development Kit (ADK) applications with automated testing, multi-agent orchestration, and GCP deployment.

Transfer Learning Adapter

Automates the fine-tuning and adaptation of pre-trained machine learning models for new tasks and datasets.

Dask Parallel Computing

Scales Python data processing and scientific computing across multiple cores or clusters for datasets that exceed available memory.

ADK Agent Builder

Architects production-ready autonomous AI agents and multi-agent systems using Google's Agent Development Kit and Claude.

ML Experiment Tracking Setup

Automates the configuration and integration of MLflow and Weights & Biases to streamline machine learning experiment management.

NLP Text Analyzer

Analyzes textual data using natural language processing to extract sentiment, keywords, and core topics.

Data Commons Client

Provides programmatic access to global statistical datasets including demographic, economic, and environmental indicators via the Data Commons API.

Denario Scientific Research Assistant

Automates the complete scientific research lifecycle from initial data analysis to publication-ready LaTeX manuscripts.

Ensembl Genome Database

Queries the Ensembl REST API to retrieve gene data, sequences, and variant analysis for over 250 species.

Excel DCF Valuation Modeler

Builds professional investment banking-standard discounted cash flow (DCF) models in Excel with automated financial projections and sensitivity analysis.

Anomaly Detection System

Identifies outliers and unusual patterns in datasets using advanced machine learning algorithms.

Hyperparameter Tuner

Optimizes machine learning model performance by automatically searching for ideal hyperparameter configurations using advanced search strategies.

Codex CLI Integration

Integrates Codex CLI command patterns into Claude Code to enable advanced multi-agent planning and high-reasoning execution.

Neural Network Builder

Constructs and configures custom neural network architectures including CNNs, RNNs, and Transformers directly within the Claude Code environment.

RDKit Cheminformatics

Provides comprehensive cheminformatics capabilities for molecular analysis, structural manipulation, and computational chemistry workflows.

Reactome Pathway Analysis

Facilitates biological pathway analysis and gene-mapping by querying the Reactome open-source database and REST API.

PyTorch Geometric (PyG)

Develops and trains sophisticated Graph Neural Networks (GNNs) for irregular data structures using the PyTorch Geometric library.

Citation Management

Manages academic citations and BibTeX entries by searching scholarly databases and validating metadata for research papers.

NeuroKit2 Biosignal Analysis

Processes and analyzes complex physiological signals including ECG, EEG, EDA, and more using the NeuroKit2 Python library.

NCBI GEO Data Integration

Accesses and processes gene expression and functional genomics data from the NCBI Gene Expression Omnibus repository.

Excel & Spreadsheet Pro

Automates the creation, editing, and analysis of professional spreadsheets with support for complex formulas and financial modeling standards.

BioServices Bioinformatics Toolbox

Provides programmatic access to over 40 bioinformatics web services and databases for integrated biological data analysis and workflow automation.

PyDESeq2 Gene Expression Analysis

Performs differential gene expression analysis for bulk RNA-seq data using the Python implementation of DESeq2.

scvi-tools for Single-Cell Analysis

Implements probabilistic deep learning models for comprehensive single-cell omics data analysis and multimodal integration.

Matplotlib Scientific Visualization

Generates professional, publication-quality plots and charts using Python's foundational visualization library.

LLM Evaluation & Metrics

Implements rigorous evaluation frameworks for Large Language Model applications using automated metrics, LLM-as-judge patterns, and human feedback loops.

Llamafile Local LLM Manager

Configures and manages Mozilla Llamafile to run high-performance GGUF models locally with an OpenAI-compatible API.

DeepChem ML for Chemistry

Provides a specialized toolkit for applying machine learning to molecular property prediction, drug discovery, and materials science.

FiftyOne Dataset Export

Exports FiftyOne computer vision datasets to industry-standard formats like COCO, YOLO, and VOC for machine learning training.