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。

Physicist Analyst

Analyzes systems and technology through the lens of fundamental physical laws to evaluate constraints, feasibility, and energy efficiency.

Data Science & ML

Semantic PDF Research

Indexes PDF document collections using LightRAG to enable semantic search and context-aware research within Claude Code.

Data Science & ML

Pysam Genomic Data Processing

Processes genomic datasets including alignment, variant, and sequence files using a Pythonic interface to htslib.

Data Science & ML

GTars Genomic Analysis

Analyzes and processes genomic interval data using high-performance Rust-based tools and Python bindings.

Data Science & ML

Polars Data Processor

Accelerates data manipulation and analysis using the high-performance Polars DataFrame library and expression-based API.

Data Science & ML

Gemini Image Generation

Generates high-quality visual content from text descriptions and image references using the Gemini API.

Data Science & ML

Pymoo Optimization

Optimizes complex systems using multi-objective evolutionary algorithms and Pareto front analysis in Python.

Data Science & ML

PathML Computational Pathology

Automates computational pathology workflows by processing whole-slide images and multiparametric data for machine learning analysis.

Data Science & ML

Therapeutics Data Commons (PyTDC)

Provides AI-ready drug discovery datasets, standardized benchmarks, and molecular oracles for therapeutic machine learning.

Data Science & ML

Aeon Time Series ML

Performs advanced time series machine learning tasks including classification, forecasting, and anomaly detection using the specialized Aeon toolkit.

Data Science & ML

Model Interpretability with SHAP

Provides comprehensive guidance and implementation patterns for explaining machine learning model predictions using SHAP values.

Data Science & ML

Bioinformatics Toolkit (gget)

Accesses 20+ genomic databases for rapid bioinformatics queries, sequence analysis, and protein structure prediction.

Data Science & ML

Protein Modeling with ESM

Provides advanced protein language model capabilities for sequence generation, structure prediction, and functional design using ESM3 and ESM C.

Data Science & ML

Genomic Interval ML (Geniml)

Facilitates machine learning on genomic interval data, including embeddings for BED files and single-cell ATAC-seq analysis.

Data Science & ML

RAG System Architect

Architects production-grade Retrieval-Augmented Generation (RAG) systems and vector search infrastructures for knowledge-grounded AI applications.

Data Science & ML

Ontology Access Kit (OAK)

Provides advanced capabilities for querying, visualizing, and manipulating complex ontologies through the Ontology Access Kit (OAK).

Data Science & ML

DOSDP Ontology Design Patterns

Ensures consistency in ontology term creation by applying Dead Simple Ontology Design Patterns (DOSDP) for standardized naming, definitions, and logical axioms.

Data Science & ML

OBO Ontology Editor

Simplifies the process of editing, querying, and managing OBO format ontologies through specialized scripts and standardized curation workflows.

Data Science & ML

PDF Processing Pro

Automates complex PDF workflows including form filling, table extraction, OCR, and batch operations with production-grade validation.

Data Science & ML

Excel Spreadsheet Management

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

Data Science & ML

DOSDP Design Patterns

Applies Dead Simple Ontology Design Patterns to ensure consistency in term creation, naming conventions, and logical definitions.

Data Science & ML

Ontology Access Kit (OAK)

Enables complex ontology querying, mapping, and visualization using the Ontology Access Kit (OAK) library.

Data Science & ML

OBO Ontology Editor

Streamlines the editing, querying, and management of scientific ontologies in the Open Biomedical Ontologies (OBO) format.

Data Science & ML

Vercel AI SDK Integration

Streamlines the development of AI-powered chat interfaces with streaming, tool calling, and multi-step reasoning patterns.

Data Science & ML

LangGraph Implementation

Implements stateful agent graphs and multi-actor workflows using the LangGraph framework.

Data Science & ML

PydanticAI Tool System

Simplifies the registration and implementation of PydanticAI tools with automated context handling and type-safe function calling.

Data Science & ML

PydanticAI Debugging & Best Practices

Identifies and fixes common implementation errors and architectural pitfalls when building PydanticAI agents.

Data Science & ML

PydanticAI Model Integration

Integrates and manages diverse LLM providers in PydanticAI with support for fallback models, streaming, and usage tracking.

Data Science & ML

PydanticAI Dependency Injection

Implements structured dependency injection for PydanticAI agents to manage database connections, API clients, and external resources.

Data Science & ML

12-Factor Agent Architecture Analyzer

Audits and evaluates AI agent codebases for compliance with the 12-Factor Agents methodology to ensure production-grade reliability.

Data Science & ML

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