Data Science & ML Claude 技能
发现data science & ml类别的 Claude 技能。浏览 61 个技能，找到适合您 AI 工作流程的完美功能。
Scientific Peer Reviewer
Evaluates scientific manuscripts and grant proposals using a systematic toolkit for methodology, statistics, and reporting standards.
PufferLib Reinforcement Learning
Implements high-performance reinforcement learning training, custom environments, and optimized vectorization for parallel simulations.
Scientific Exploratory Data Analysis
Performs comprehensive exploratory data analysis and generates detailed reports for over 200 scientific file formats.
OMERO Microscopy Integration
Integrates Claude Code with the OMERO platform to manage, analyze, and automate microscopy image data workflows via the Python API.
Histolab Pathology Toolkit
Processes digital pathology whole-slide images for computational research and deep learning dataset preparation.
Matplotlib Scientific Visualization
Generates professional, publication-ready scientific plots and data visualizations using Python's foundational Matplotlib library.
Matchms Mass Spectrometry Analysis
Processes and analyzes mass spectrometry data using Python-based spectral similarity, metadata harmonization, and data filtering tools.
Scientific Statistical Analysis
Performs advanced statistical hypothesis testing, regression analysis, and Bayesian modeling with automated assumption checking and APA-style reporting.
Survival Analysis & Time-to-Event Modeling
Performs comprehensive survival analysis and time-to-event modeling using the scikit-survival library in Python.
UniProt Protein Database
Accesses the world's leading protein sequence and functional information resource via the UniProt REST API.
Zarr Python Scientific Data
Manages large-scale N-dimensional arrays with chunking, compression, and cloud-native storage for scientific computing.
Scientific Hypothesis Generation
Generates testable, evidence-based scientific hypotheses and structured experimental designs to accelerate autonomous discovery.
Scikit-learn Machine Learning
Implements comprehensive machine learning workflows using scikit-learn, covering data preprocessing, model training, evaluation, and pipeline deployment.
Datamol Cheminformatics
Simplifies molecular cheminformatics and drug discovery workflows using a Pythonic abstraction layer over RDKit.
PyTorch Lightning Scientist
Streamlines deep learning development by organizing PyTorch code into scalable, high-performance Lightning modules and data pipelines.
Data Commons Client
Accesses global statistical data from Data Commons for demographic, economic, and environmental analysis.
Resource Discovery & Strategy
Detects system hardware capabilities and provides optimized computational strategies for scientific and data-intensive tasks.
LabArchives Integration
Automates electronic lab notebook workflows by providing programmatic access to LabArchives for research data management and documentation.
Excel & Spreadsheet Scientific Toolkit
Empowers Claude to create, analyze, and format professional Excel spreadsheets and financial models with automated formula recalculation.
Scientific Schematics & Diagrams
Generates publication-quality scientific diagrams, neural network architectures, and flowcharts using specialized Python libraries.
Reactome Pathway Database & Analysis
Accesses the Reactome database to perform biological pathway analysis, gene mapping, and enrichment studies for systems biology.
Statsmodels Statistical Analysis
Performs rigorous statistical modeling and econometric analysis using regression, time series, and diagnostic testing.
ClinicalTrials.gov Search & Analytics
Facilitates programmatic access to the ClinicalTrials.gov API v2 for advanced trial discovery, patient matching, and medical research data extraction.
LatchBio Bioinformatics Integration
Builds and deploys production-grade bioinformatics pipelines as serverless workflows on the Latch platform.
DNAnexus Genomics Integration
Streamlines the development, deployment, and management of bioinformatics pipelines and data on the DNAnexus cloud genomics platform.
Scientific Research Brainstorming
Facilitates creative scientific problem-solving by generating hypotheses and exploring interdisciplinary connections as a research ideation partner.
bioRxiv Research Database
Searches and retrieves life sciences preprints from the bioRxiv database by keywords, authors, and categories.
OpenAlex Scholarly Database
Accesses and analyzes over 240 million scholarly works, authors, and institutions via the OpenAlex API for automated scientific discovery.
TorchDrug for Molecular Science
Empowers Claude to perform graph-based drug discovery, molecular property prediction, and protein modeling using the TorchDrug framework.
ENA Genomics Data Access
Access and retrieve comprehensive nucleotide sequence data and metadata from the European Nucleotide Archive (ENA).
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