Data Science & ML Claude 技能

Prompt Optimizer

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

Oneiros Agent Continuity

Provides a persistent cognitive architecture for AI agents to maintain long-term memory, context, and identity across multiple sessions.

Metabolomics Workbench Database

Connects Claude to the NIH Metabolomics Workbench for comprehensive access to metabolite data, study metadata, and mass spectrometry search capabilities.

PyTorch Lightning ML Framework

Organizes and scales PyTorch code into modular, high-performance deep learning workflows with minimal boilerplate.

AI Model Version Tracker

Manages and tracks machine learning model versions, performance metrics, and lineage directly within Claude Code.

Pymatgen Materials Science Toolkit

Performs advanced materials analysis, crystal structure manipulation, and Materials Project database integration for computational scientists.

MedChem Molecular Triage

Applies medicinal chemistry rules and structural filters to prioritize and triage molecular libraries for drug discovery.

SymPy Symbolic Math

Performs exact symbolic mathematics in Python, including calculus, algebra, and complex equation solving.

Computer Vision Processor

Automates image analysis, object detection, and classification workflows directly within Claude Code.

ZINC Database Search

Accesses the ZINC repository of over 230 million purchasable compounds to streamline virtual screening and drug discovery workflows.

Clinical Report Writing

Generates standardized, regulatory-compliant clinical documentation and medical reports following global healthcare guidelines.

Excel Pivot Wizard

Generates professional Excel pivot tables and visualizations from raw data using simple natural language commands.

Regression Analysis & Modeling

Automates regression modeling and data analysis to identify relationships between variables and predict future trends.

Time Series Forecaster

Predicts future values and identifies patterns in historical time-dependent data using advanced statistical models.

Aeon Time Series ML

Provides a comprehensive toolkit for time series machine learning including classification, forecasting, and anomaly detection using scikit-learn compatible APIs.

Senior ML Engineer

Productionizes machine learning models and builds scalable MLOps systems with world-class engineering standards.

Vertex AI Media Master

Automates complex Google Vertex AI multimodal operations for advanced video processing, high-fidelity image generation, and end-to-end marketing campaign orchestration.

Owlex AI Council

Orchestrates multi-agent deliberations and structured critiques across multiple LLMs to provide optimized architectural and coding recommendations.

ML Experiment Tracking Setup

Automates the integration and configuration of experiment tracking tools like MLflow and Weights & Biases for machine learning projects.

Transfer Learning Adapter

Automates the fine-tuning and adaptation of pre-trained machine learning models for specific tasks and new datasets.

Benchling R&D Integration

Integrates Claude with the Benchling R&D platform to automate lab data management, registry entities, and inventory workflows via Python SDK and REST API.

Arboreto Gene Network Inference

Infers large-scale gene regulatory networks from transcriptomics data using scalable algorithms like GRNBoost2 and GENIE3.

BioRxiv Scientific Database Search

Enables efficient searching, metadata retrieval, and PDF downloads from the bioRxiv preprint server for life sciences research.

Clinical Decision Support

Generates publication-ready clinical decision support documents, biomarker-stratified cohort analyses, and evidence-based treatment guidelines.

Data Preprocessing Pipeline

Builds and executes automated ETL pipelines for cleaning, validating, and transforming raw datasets into model-ready formats.

Data Visualization Creator

Transforms raw datasets into insightful charts, plots, and graphs using intelligent data analysis and automated library selection.

AI Agent System Orchestrator

Orchestrates complex multi-agent systems using the AI SDK v5 to facilitate intelligent task routing and seamless agent handoffs.

DrugBank Database Analysis

Accesses and analyzes comprehensive pharmaceutical data from DrugBank for research, drug discovery, and interaction analysis.

LatchBio Bioinformatics Integration

Develops, deploys, and manages serverless bioinformatics pipelines using the Latch SDK and cloud infrastructure.

Deep Learning Optimizer

Optimizes deep learning models by refining architectures, tuning hyperparameters, and improving training efficiency.