Data Science & ML Claude 스킬

Excel Variance Analyzer

Automates budget vs. actual financial variance analysis with professional reporting, materiality flagging, and executive summaries.

Excel DCF Valuation Modeler

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

NeuroKit2 Biosignal Analysis

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

Deep Learning Optimizer

Optimizes deep learning models by refining architectures and training parameters to enhance accuracy and reduce resource consumption.

Context Retrieval for AI Memory

Retrieves relevant past episodes and patterns from episodic memory to inform AI decision-making and task execution.

Dask Parallel Computing

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

PyDESeq2 RNA-Seq Analysis

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

Denario Scientific Research Assistant

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

BioServices Bioinformatics

Accesses and integrates data from over 40 bioinformatics web services and databases using a unified Python API.

NLP Text Analyzer

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

Astropy for Astronomy

Provides comprehensive Python tools for astronomical data analysis, including celestial coordinates, physical units, and FITS file manipulation.

Episode Start

Initializes tracking sessions for AI execution patterns to enable continuous self-learning and behavioral evolution within agentic workflows.

Data Commons Client

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

Scientific Critical Thinking

Evaluates research rigor and methodology through systematic assessment of statistical validity, biases, and evidence quality.

Model Explainability Tool

Provides deep interpretability and explainability for machine learning models using advanced techniques like SHAP and LIME.

Ensembl Genome Database

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

Excel LBO Modeler

Builds professional-grade Leveraged Buyout (LBO) models in Excel for private equity analysis and transaction screening.

Pysam Genomic Data Toolkit

Processes and analyzes genomic data formats including BAM, VCF, and FASTA using a Pythonic interface to htslib.

ClinVar Database Assistant

Queries and interprets NCBI ClinVar data to provide standardized genetic variant classifications and clinical significance evidence.

Histolab Pathology Processing

Automates digital pathology image processing and tile extraction for whole slide images in deep learning pipelines.

Qiskit Quantum Computing

Builds, optimizes, and executes quantum circuits and algorithms across various hardware providers and simulators.

scvi-tools for Single-Cell Analysis

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

Plotly Visualization

Generates interactive, publication-quality scientific and statistical visualizations using the Plotly Python library.

NCBI GEO Data Integration

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

Opentrons Lab Automation

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

Matplotlib Scientific Visualization

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

Prompt Optimizer

Optimizes Large Language Model prompts to minimize token usage, reduce operational costs, and enhance response quality.

HMDB Scientific Database

Accesses the Human Metabolome Database to retrieve chemical properties, clinical biomarkers, and spectral data for metabolomics research.

Adaptyv Protein Engineering

Streamlines automated protein testing and validation through cloud-based laboratory workflows and sequence optimization tools.

BioServices Bioinformatics Toolbox

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