Data Science & ML Claude 技能

Similarity Search Patterns

Implements efficient semantic search and vector database patterns for production-grade retrieval systems.

Hybrid Search Implementation

Implements optimized hybrid search patterns combining vector similarity and keyword matching to enhance RAG system recall.

Moon Dev AI Trading Agents

Orchestrates a fleet of 48+ autonomous AI agents for cryptocurrency trading, market analysis, and backtesting across multiple exchanges.

Metabolomics Workbench Database Explorer

Accesses the NIH Metabolomics Workbench REST API to query metabolite data, study metadata, and perform mass spectrometry searches.

LLM Model Selection & Provider Management

Optimizes LLM performance and reliability through automated model selection, cost estimation, and intelligent fallback strategies.

JeriCommerce Loyalty Report Generator

Generates comprehensive loyalty program performance reports and data-driven growth projections via Metabase integration.

Prompt Engineering Patterns

Master advanced prompt engineering techniques to maximize LLM performance, reliability, and controllability in production.

AI Multimodal Processing

Integrates Google Gemini's advanced multimodal capabilities to process, analyze, and generate audio, video, images, and documents directly within your development workflow.

Quantitative Risk Metrics Calculation

Calculates comprehensive portfolio risk metrics like VaR, CVaR, and Sharpe ratios to monitor and manage financial exposure.

Reactome Biological Pathway Analysis

Queries the Reactome REST API to perform pathway enrichment analysis, gene mapping, and systems biology research directly within Claude.

NumPy String Operations

Performs high-performance, vectorized string manipulation and text cleaning using NumPy's specialized string modules.

Quantitative Backtesting Frameworks

Builds robust, production-grade backtesting systems for trading strategies while eliminating common statistical biases.

ML Pipeline Workflow

Orchestrates end-to-end MLOps pipelines from data preparation and model training to production deployment and monitoring.

LangChain Architecture

Architects sophisticated LLM applications using agents, memory, and tool integration within the LangChain framework.

Google Gemini AI & Multimodal Tools

Integrates Google Gemini's multimodal analysis, massive context processing, and image generation capabilities directly into Claude Code.

Excel & Spreadsheet Management

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

GrepAI Workspace Manager

Manage GrepAI semantic search workspaces including creation, project management, and indexing status monitoring.

ML Experiment Logger

Logs machine learning experiments with hyperparameters, metrics, and visualizations for systematic research tracking.

GrepAI Embedder Config

Configures and troubleshoots embedding providers and models for the GrepAI semantic search tool.

Derivation Checker

Verifies mathematical derivations step-by-step by checking algebra, index consistency, and dimensional accuracy.

Vector Index Tuning

Optimizes vector database performance by tuning HNSW parameters, quantization strategies, and memory usage for high-scale search applications.

LLM Gateway for Rails

Builds a unified abstraction layer for integrating and switching between multiple LLM providers in Rails applications.

RAG Implementation Expert

Build robust Retrieval-Augmented Generation systems for LLM applications using vector databases and semantic search.

Embedding Strategies & RAG Optimization

Implements and optimizes text embedding models and chunking strategies for high-performance semantic search and RAG applications.

Spark Optimization

Optimizes Apache Spark performance through advanced partitioning, memory tuning, and shuffle management strategies.

Prompt Engineering Patterns

Optimizes Large Language Model performance through advanced prompting techniques like few-shot learning and chain-of-thought reasoning.

Excel & Financial Modeling

Automates the creation, editing, and analysis of professional-grade Excel spreadsheets with dynamic formulas and industry-standard formatting.

Python Polars Data Engineering

Accelerates data processing workflows using the Polars DataFrame library for lightning-fast, memory-efficient analysis and pipeline optimization.

Perception Pipeline

Deploys and manages advanced smart home perception layers including NVR, facial recognition, and local voice processing pipelines.

Backsolve Miner/Metal Ratio Fundamentals

Decomposes mining stock-to-metal price ratios into fundamental drivers like AISC, leverage, and valuation multiples using automated financial data extraction.