Data Science & ML Claude 技能

Vector RAG Tool

Indexes codebases and documents for semantic search to enable local Retrieval-Augmented Generation (RAG) using Ollama and FAISS.

Gemini Google Maps Tool

Integrates Gemini AI with Google Maps grounding to provide accurate, location-aware responses and recommendations for over 250 million places worldwide.

CrewAI

Facilitates the development and orchestration of collaborative multi-agent AI systems and automated workflows.

Meta-Analysis Methods in R

Implements comprehensive meta-analysis workflows in R, including effect size calculation, heterogeneity assessment, and publication bias detection.

Loop Vectorizer

Transforms inefficient Python loops into high-performance vectorized PyTorch operations to eliminate computational bottlenecks and optimize GPU utilization.

CBDB API

Queries the China Biographical Database to retrieve detailed biographical information, social relationships, and official appointments of historical Chinese figures from the 7th century BCE through the 19th century CE.

System Skill Source

Implements the System Skill Pattern to build persistent, data-driven CLI tools that evolve through continuous user interaction.

Copper Supply Risk Analyzer

Quantifies global copper supply concentration and structural risks using automated data scraping and Bloomberg-style visualizations.

Basilica CLI Helper

Rent high-performance GPUs and manage machine learning training jobs on Basilica's decentralized compute marketplace.

LlamaFarm Config Validator

Validates LlamaFarm YAML configurations against schemas and custom business rules to ensure project integrity.

Example Analysis Skill

Provides a standardized workflow for data preparation, exploratory analysis, and high-quality visualization using Python libraries.

Vector RAG GUI

Search and synthesize local vector RAG stores using an AI-powered graphical interface.

Complex Tensor Handler

Manages complex-valued PyTorch tensors for astronomical imaging, signal processing, and frequency-domain neural networks.

PyTorch Shape Validator

Validates and documents PyTorch tensor shapes through inline comments and runtime assertions to prevent common deep learning bugs.

Architecture Reviewer

Enforces adherence to PRISM architectural patterns by validating the implementation of Runner and Trainer classes during refactoring.

Memory Leak Detector

Identifies and resolves memory exhaustion issues in Python and PyTorch applications, specifically targeting matplotlib figures and tensor accumulation.

LLM Integration

Configures and manages diverse LLM providers, streaming callbacks, and token optimization strategies for XSky-based agentic workflows.

GPT-OSS & vLLM Troubleshooter

Diagnoses and resolves openai_harmony.HarmonyError and tool calling failures when using GPT-OSS models with vLLM.

Llama Stack Code Reviewer

Streamlines code reviews for the Llama Stack repository by focusing on distributed system patterns, API compatibility, and automated testing fixtures.

Physics Validator

Validates optical physics parameters for imaging simulations to ensure physically realistic instrument configurations and diffraction regimes.

ML Pipeline Workflow

Builds and orchestrates end-to-end MLOps pipelines from data preparation through model training to production deployment.

Multi-Agent Architecture Patterns

Designs and implements sophisticated multi-agent architectures to overcome context limitations and handle complex task decomposition.

LLM CLI

Interacts with diverse large language models through a command-line interface to perform tasks like prompt execution, data extraction, and embedding management.

MOVA AI Bootstrap Generator

Generates static bootstrap packages to initialize MOVA AI models and environments without requiring external LLM calls.

Senior Prompt Engineer

Optimizes LLM performance through advanced prompt engineering, RAG architecture design, and agentic system orchestration.

Embedding Strategies for RAG

Optimizes embedding models and chunking strategies to enhance semantic search and RAG application performance.

Control Theory & System Dynamics

Implements and analyzes linear time-invariant (LTI) control systems using the ctrlsys library and IFAC computer control principles.

LLM Evaluation Master

Implements comprehensive evaluation frameworks for LLM applications using automated metrics, human feedback, and statistical benchmarking.

Vector Database Management

Facilitates seamless integration with vector databases for semantic search, retrieval-augmented generation (RAG), and high-dimensional embedding management.

Investment Clock Rotation Analyzer

Analyzes macroeconomic trends by mapping earnings growth and financial conditions onto a four-quadrant investment clock model.