Data Science & ML Claude 技能

FLUX Image Generation Best Practices

Optimizes image generation workflows using Black Forest Labs FLUX models through expert prompting and API integration patterns.

Black Forest Labs FLUX API

Integrates Black Forest Labs' FLUX image generation models into applications with professional API patterns and implementation guides.

Science Vision

Analyzes and extracts precise information from scientific figures, plots, and experimental setups.

AI Prompt Engineer

Optimizes prompt strategies and context inference to transform natural language into precise, platform-aware POSIX commands with minimal user input.

Paper Review Helper

Streamlines scientific peer review by conducting structured section-by-section analysis and generating formal review responses.

RAG Architect

Designs and optimizes production-grade Retrieval-Augmented Generation (RAG) systems and vector search architectures.

Gemini CLI Integration

Leverages Google's Gemini AI models to perform complex reasoning and advanced code analysis within the Claude Code workflow.

Excel & Spreadsheet Mastery

Automates comprehensive spreadsheet creation, financial modeling, and data analysis while ensuring zero formula errors and industry-standard formatting.

Caro Prompt Tuner

Optimizes embedded LLM system prompts through iterative failure analysis and performance evaluation.

Ask Gemini

Integrates the Gemini CLI to provide alternative AI perspectives, multi-model code generation, and automated debugging assistance.

Streamlit Development

Builds, tests, and deploys interactive data applications using Streamlit with a focus on Snowflake integration and production-grade best practices.

LangChain Agent Builder

Streamlines the development of AI agents and LLM applications using the LangChain 1.0 framework and LangGraph.

Crypto Sentiment Agent

Builds sophisticated crypto market sentiment bots and trading signal agents using the Fear & Greed Index with integrated x402 micropayments.

AI MLOps and Security

Streamlines the production machine learning lifecycle with automated data ingestion, secure deployment patterns, and real-time drift detection.

AI LLM Development & Engineering

Guides the full lifecycle of large language model systems from architecture selection and dataset design to production deployment and monitoring.

AI RAG & Search Engineering

Builds production-grade retrieval systems using modern hybrid search patterns, advanced chunking strategies, and rigorous evaluation frameworks.

MATLAB Digital Filter Design

Designs, implements, and validates high-performance digital filters in MATLAB for signal processing and DSP applications.

MATLAB Performance Optimizer

Accelerates MATLAB code through advanced vectorization, memory management, and automated profiling techniques.

MATLAB UIHTML App Builder

Builds interactive web applications by bridging HTML/JavaScript interfaces with MATLAB computational backends using the uihtml component.

OpenAI Agents SDK Skill

Builds multi-agent workflows, realtime voice applications, and structured AI integrations using the OpenAI Agents SDK.

AI SDK Core Integration

Implements Vercel AI SDK v5 for robust server-side AI tasks, including text generation, structured data, and agentic tool calling across multiple providers.

TanStack AI Integration

Builds type-safe, provider-agnostic AI chat interfaces and agentic workflows using TanStack AI's streaming and tool-calling capabilities.

ElevenLabs AI Voice Agents

Build, deploy, and manage production-ready conversational AI voice agents with low-latency ASR, TTS, and turn-taking models.

Google Gemini File Search

Integrates Google Gemini's managed RAG capabilities to provide high-performance document Q&A and knowledge base search across 100+ file formats.

Recommendation Engine Builder

Implements advanced recommendation systems using collaborative filtering, matrix factorization, and hybrid algorithms for personalized user experiences.

Machine Learning Model Training

Trains production-ready machine learning models using industry-standard frameworks like scikit-learn, PyTorch, and TensorFlow.

Google Gemini API Integration

Integrates the 2025 Google Gemini 2.5 API using the modern @google/genai SDK for multimodal reasoning and long-context AI workflows.

Google Gemini Embeddings

Implements Google Gemini embeddings API for high-performance RAG and semantic search applications.

ML Model Deployment & MLOps

Deploys machine learning models into production using FastAPI, Docker, and Kubernetes while ensuring robust monitoring and drift detection.

Metaxy Metadata Manager

Manages and tracks feature versions, dependencies, and data lineage for multi-modal data and machine learning pipelines.