Data Science & ML Claude 技能

OBO Ontology Editor

14

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

Ontology Access Kit (OAK)

14

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

DOSDP Design Patterns

14

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

SpecWeave Data Visualizer

13

Automates the creation of publication-quality data visualizations and business reports for machine learning workflows.

ML Feature Engineer

13

Automates the end-to-end feature engineering process for machine learning pipelines, from data quality assessment to production-ready transformations.

ML Experiment Tracker

13

Manages machine learning experiment tracking and model comparison by automatically logging parameters, metrics, and artifacts to SpecWeave increments.

ML Model Registry

13

Manages the complete machine learning model lifecycle through centralized versioning, staging pipelines, and automated metadata tracking within the SpecWeave framework.

Computer Vision Pipeline Builder

13

Builds production-ready machine learning pipelines for image classification, object detection, and semantic segmentation using PyTorch or TensorFlow.

Anomaly & Outlier Detector

13

Detects unusual patterns and outliers in data using statistical methods and machine learning algorithms integrated with the SpecWeave workflow.

Model Evaluator

13

Conducts comprehensive machine learning model evaluations with advanced metrics, statistical validation, and automated reporting.

Time Series Forecaster

13

Builds sophisticated time-dependent predictive models using statistical methods, machine learning, and deep learning within the SpecWeave framework.

ML Pipeline Orchestrator

13

Orchestrates end-to-end machine learning workflows within a disciplined, spec-driven development framework.

NLP Pipeline Builder

13

Builds production-ready natural language processing pipelines using state-of-the-art transformer models and SpecWeave automation.

ML Deployment Helper

13

Automates the transition of machine learning models into production-ready services with APIs, containerization, and monitoring.

MLOps DAG Builder

13

Designs and implements production-grade DAG-based MLOps pipeline architectures using orchestrators like Airflow, Dagster, and Kubeflow.

AutoML Optimizer

13

Automates hyperparameter tuning and model selection using industry-standard frameworks like Optuna and Auto-sklearn.

Model Explainer

13

Generates human-readable interpretability reports and explainability metrics for machine learning models using SHAP, LIME, and feature importance.

Jupyter Notebook Operations

12

Automates the execution, editing, and dependency management of Jupyter notebooks using jtool and uv.

Claude Flow Agent Tooling

12

Streamlines the creation and validation of AI agent templates through automated scaffolding and profile linting.

Narwhals Dataframe Compatibility

12

Writes dataframe-agnostic Python code that runs seamlessly across pandas, Polars, PyArrow, and other major backends.

LLM Integrator

Integrates large language models with the emotive-mascot engine to create sentiment-driven, emotionally responsive conversational interfaces.

LiteLLM Interface

Simplifies LLM interactions by providing a unified Python interface for 100+ AI providers with consistent OpenAI-format syntax.

Pipeline Architecture & ETL Design

Implements robust pipes-and-filters architectures for complex ETL, media processing, and data transformation workloads.

Excel & Financial Modeling

Creates, analyzes, and manages complex Excel spreadsheets with a focus on financial modeling standards and formula integrity.

Python Performance Optimizer

Profiles and optimizes Python code to identify bottlenecks, reduce latency, and minimize memory consumption using industry-standard tools.

Mozilla Llamafile Integration

Configures and manages local LLM inference using Mozilla Llamafile to provide offline, OpenAI-compatible AI capabilities.

LLM Task Delegation Core

Orchestrates task delegation to external LLM services by offloading high-token execution while maintaining central reasoning within Claude.

AI Research Analyst

Conducts deep-dive information gathering and data synthesis to produce actionable strategic insights and comprehensive reports.

Remote Run Over SSH

Executes machine learning examples on remote GPU hosts via SSH by syncing minimal workspaces and launching Docker-based training scripts.

LLM Architect

Designs, optimizes, and deploys scalable large language model architectures and high-performance RAG systems.