Data Science & ML Claude 技能

SimPy Simulation Engine

Builds complex discrete-event simulations in Python to model systems with processes, queues, and shared resources.

SimPy Simulation Engine

Builds process-based discrete-event simulations in Python to model complex systems, resource contention, and queue behaviors.

COBRApy Metabolic Modeling

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

DeepChem Molecular Machine Learning

Applies machine learning to chemistry, biology, and materials science for drug discovery and molecular property prediction.

DeepChem Molecular ML

Applies advanced machine learning to chemistry, biology, and materials science for drug discovery and molecular property prediction.

FluidSim CFD Framework

Simulates complex fluid dynamics using high-performance Python pseudospectral solvers for Navier-Stokes and geophysical flows.

FluidSim CFD Simulator

Simulates high-performance computational fluid dynamics using Python-based pseudospectral methods and MPI support.

NeuroKit2 Biosignal Processing

Processes and analyzes complex physiological signals including ECG, EEG, and EDA for research and clinical applications.

Pinecone Vector Database

Integrates Pinecone's serverless vector database to power production-grade RAG, semantic search, and recommendation systems.

Excel & Spreadsheet Mastery

Automates the creation, editing, and sophisticated analysis of Excel spreadsheets with a focus on financial modeling standards and formula integrity.

scvi-tools

Analyzes single-cell omics data using deep generative models for transcriptomics, chromatin accessibility, and spatial analysis.

Vertex AI Gemini Batch Helper

Streamlines the creation and management of large-scale Gemini batch prediction jobs on Google Cloud Vertex AI.

DiffDock Molecular Docking

Predicts high-accuracy 3D protein-ligand binding poses using diffusion-based deep learning models.

SEC EdgarTools Analysis

Queries and analyzes SEC filings, XBRL financials, and company data for streamlined financial research and auditing.

Histolab Digital Pathology

Processes gigapixel whole slide images for digital pathology, automating tissue detection and tile extraction for deep learning pipelines.

Arboreto Gene Regulatory Network Inference

Infers gene regulatory networks (GRNs) from gene expression data using scalable GRNBoost2 and GENIE3 algorithms.

Arboreto GRN Inference

Infers gene regulatory networks from expression data using scalable algorithms like GRNBoost2 and GENIE3.

NCBI GEO Database Access

Accesses and retrieves gene expression data from the NCBI Gene Expression Omnibus (GEO) for transcriptomics and functional genomics analysis.

AI Multimodal Processing

Processes, analyzes, and generates multimedia content including audio, video, images, and complex documents using the Google Gemini API.

BioServices Bioinformatics Integration

Accesses and integrates over 40 bioinformatics web services and databases including UniProt, KEGG, and ChEMBL through a unified Python interface.

BioServices Bioinformatics

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

GEO Database Explorer

Accesses and analyzes NCBI Gene Expression Omnibus (GEO) datasets for transcriptomics and genomics research.

Excel Data Analysis

Analyzes Excel spreadsheets, generates pivot tables, and automates complex data reporting workflows.

ENA Genomics Database

Accesses and retrieves nucleotide sequence data, raw reads, and genome assemblies from the European Nucleotide Archive (ENA).

Hypogenic

Automates the generation and testing of scientific hypotheses by integrating empirical data with existing literature insights.

NCBI Gene Database Integration

Queries the NCBI Gene database to retrieve comprehensive genetic information, sequences, and functional annotations.

Ensembl Genome Database Integration

Queries the Ensembl REST API to retrieve genomic annotations, sequences, and variant data for over 250 vertebrate species.

LLM Evaluation Framework

Implements comprehensive evaluation strategies for Large Language Models using automated metrics, human feedback, and comparative benchmarking.

Excel & Spreadsheet Power Suite

Automates the creation, editing, and analysis of professional Excel spreadsheets with advanced formula support and financial modeling standards.

Denario Scientific Researcher

Automates the end-to-end scientific research pipeline from initial data analysis and hypothesis generation to publishing-ready LaTeX manuscripts.