Data Science & ML Habilidades de Claude

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.

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.

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.

GrepAI Workspace Manager

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

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.

GrepAI Embedder Config

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

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.

ML Experiment Logger

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

Horus Federated Taxonomy

Extracts and validates federated taxonomy tags from text to enable multi-hop graph traversal and structured memory storage.

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.

Excel & Spreadsheet Management

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

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.

Market Research Help

Provides comprehensive guidance and command references for the Market Research plugin to streamline competitive analysis and trend reporting.

LLM Gateway for Rails

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

Data Visualization

Generates professional data visualizations and plots using industry-standard Python libraries like Matplotlib, Seaborn, and Plotly.

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.