Data Science & ML Claude 技能

FiftyOne Dataset Inference

Automates the creation of FiftyOne datasets from local media files and executes machine learning model inference pipelines.

LangGraph Fine-Tuning

Optimizes LangGraph application performance by iteratively refining prompts and node-level processing logic based on quantitative evaluation criteria.

Parakeet Audio Transcription

Converts audio files into high-quality timestamped transcriptions using NVIDIA's Parakeet model optimized for Apple Silicon.

Fantasy Football Analytics & ML

Develops predictive player projection models using specialized feature engineering and sports-specific machine learning validation techniques.

BUGS & JAGS Bayesian Modeling Fundamentals

Master the foundational syntax and precision parameterization required for BUGS and JAGS statistical modeling.

Stan Fundamentals

Provides foundational knowledge for writing, reviewing, and optimizing high-performance Stan 2.37 Bayesian models.

Bayesian Time Series Models

Implements advanced Bayesian time series analysis using Stan and JAGS for probabilistic forecasting and state-space modeling.

Hierarchical Bayesian Modeling

Implements and optimizes hierarchical Bayesian models with support for partial pooling and advanced parameterization techniques.

Bayesian Model Diagnostics

Evaluates Bayesian model convergence and sampling performance using MCMC diagnostics for Stan and JAGS frameworks.

Automatic CSV Data Analyst

Analyzes CSV files automatically to provide statistical summaries, domain-specific insights, and relevant visualizations without requiring user intervention.

System Skill Source

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

Qiskit Quantum Computing

Builds, optimizes, and executes quantum circuits and algorithms on real hardware and high-performance simulators.

Molfeat Molecular Featurization

Converts chemical structures into numerical representations for molecular machine learning and drug discovery workflows.

Agentic Prompt Crafting

Optimizes AI agent behavior through specialized prompt engineering patterns and best practices for complex, autonomous workflows.

Vector Database Management

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

LLM Evaluation

Implements comprehensive evaluation frameworks to measure LLM application quality using automated metrics, human feedback, and comparative benchmarks.

RAG Implementation Expert

Builds high-performance Retrieval-Augmented Generation (RAG) systems using vector databases and semantic search to ground LLMs in external data.

Prompt Engineering Patterns

Implements advanced prompt engineering techniques to maximize LLM performance, reliability, and reasoning capabilities in production environments.

Flow Nexus Neural

Train, deploy, and manage distributed neural networks within E2B sandboxes using the Flow Nexus ecosystem.

ReasoningBank with AgentDB

Implements high-performance adaptive learning and memory distillation for AI agents using the ultra-fast AgentDB vector engine.

Swarm Orchestration

Orchestrates multi-agent AI systems for parallel task execution and intelligent workflow coordination using dynamic topologies.

HuggingFace Tokenizers

Implements high-performance, Rust-powered tokenization for training and deploying custom NLP models with speed and precision.

LlamaFarm RAG Pipeline

Provides expert guidance for building, configuring, and optimizing Retrieval-Augmented Generation (RAG) pipelines.

LlamaFarm Configuration Builder

Generates optimized LlamaFarm configuration files from natural language descriptions for RAG and document processing workflows.

Project Semantic Embedder

Generates vector embeddings for project-local skills and agents to enable intelligent semantic search and smart routing within Claude Code.

Gemini CLI Integration

Enhances Claude Code with Gemini's multimodal analysis, million-token context, and real-time web search capabilities.

Excel & Spreadsheet Expert

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

Solano AI GIS Assistant (SAGE)

Provides expert-level GIS analysis, property lookups, and policy research for Solano County, California.

RAG Reference Indexer

Indexes and manages multi-format reference documents to enhance RAG-based context retrieval during development tasks.

Python Experiment Conventions

Standardizes the development of Python machine learning experiments using specific layout, execution, and asset management patterns.