Data Science & ML Claude 技能

Vercel AI SDK Core & v6 Migration

Implements advanced AI backend logic using Vercel AI SDK versions 5 and 6, facilitating model orchestration, agentic workflows, and seamless version migrations.

Google Gemini File Search

Integrates Google Gemini's managed RAG system to build searchable document knowledge bases with automatic chunking, embeddings, and citations.

Google Gemini API Integration

Integrates Google Gemini AI models using the latest high-performance SDK for text, multimodal, and agentic workflows.

Google Gemini Embeddings

Generates high-performance text embeddings for RAG systems, semantic search, and document clustering using the Gemini API.

Vaex Big Data Processing

Analyzes and visualizes massive tabular datasets exceeding available RAM using high-performance out-of-core DataFrame operations.

Financial Modeling Suite

Builds advanced financial models including DCF analysis, Monte Carlo simulations, and sensitivity testing for data-driven investment decisions.

DNAnexus Integration

Develops genomics pipelines and manages cloud-based biomedical data using the DNAnexus platform and dxpy Python SDK.

DNAnexus Genomics Integration

Streamlines biomedical data analysis and genomics pipeline development on the DNAnexus cloud platform.

Hypogenic Scientific Research Skill

Generates and tests scientific hypotheses from observational datasets and research literature using automated LLM frameworks.

Denario Scientific Research Assistant

Automates the end-to-end scientific research lifecycle from data hypothesis generation to publication-ready LaTeX manuscripts.

deepTools NGS Analysis

Analyzes high-throughput sequencing data (NGS) through automated quality control, normalization, and publication-quality visualization.

DrugBank Database Integration

Provides programmatic access to DrugBank's extensive bio- and cheminformatics data for pharmaceutical research and drug discovery.

Denario Research Automator

Automates end-to-end scientific research workflows from hypothesis generation and data analysis to publication-ready LaTeX papers.

COSMIC Cancer Mutation Database

Accesses and queries the world's most comprehensive database of somatic mutations for cancer research and precision oncology.

Biomni Biomedical AI Agent

Automates complex biomedical research tasks including genomics, drug discovery, and clinical analysis through autonomous agent reasoning.

BioServices Bioinformatics Toolkit

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

Biomni Biomedical AI Agent

Executes autonomous multi-step biomedical research tasks spanning genomics, drug discovery, and clinical analysis.

ClinicalTrials.gov Search & Analytics

Queries the ClinicalTrials.gov API v2 to search, filter, and export global clinical study data for medical research and patient matching.

Benchling R&D Integration

Automates laboratory data management and R&D workflows by integrating with Benchling's registry, inventory, and electronic lab notebook systems.

Benchling Integration

Automates life sciences R&D workflows by integrating with the Benchling platform for inventory management, registry entities, and electronic lab notebooks.

ENA Database Integration

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

Benchling R&D Integration

Automates life sciences research workflows by integrating Benchling's registry, inventory, and electronic lab notebook via Python SDK and API.

ClinVar Genetic Variant Analysis

Queries and interprets NCBI ClinVar data to identify the clinical significance of human genetic variants.

AgentScope Analyzer

Facilitates deep analysis and navigation of the AgentScope library to assist in building multi-agent systems.

AgentDB Learning Plugins

Empowers Claude to create, train, and deploy self-learning autonomous agents using nine specialized reinforcement learning algorithms.

Financial Statement Analyzer

Calculates and interprets key financial ratios and performance metrics from corporate financial statements to support investment analysis.

PyTorch Lightning

Streamlines deep learning workflows by organizing PyTorch code into scalable, modular structures for multi-GPU and TPU training.

Screening Manager

Manages systematic literature screening by evaluating titles and abstracts against formal research protocols to generate auditable logs.

Research Evidence Auditor

Audits research claims against supporting evidence to identify gaps, unsupported assertions, and weak evaluation protocols.

Literature Engineer

Automates the gathering, normalization, and verification of large-scale research paper datasets for evidence-based surveys.