Data Science & ML Habilidades de Claude

ML Pipeline Workflow

Build and automate end-to-end MLOps pipelines from data preparation and model training to production deployment.

Similarity Search Patterns

Implements high-performance vector similarity search and RAG retrieval patterns using popular vector databases and indexing strategies.

Flow Nexus Neural Networks

Trains and deploys complex neural networks across distributed E2B sandbox environments using custom architectures or pre-built templates.

RAG Implementation Guide

Builds sophisticated Retrieval-Augmented Generation (RAG) systems to ground LLM responses in external knowledge bases and private documentation.

Advanced Excel & Spreadsheet Automation

Automates professional-grade spreadsheet creation, financial modeling, and data analysis with formula preservation and industry-standard formatting.

Hybrid Search Implementation

Combines vector similarity and keyword-based search to improve retrieval accuracy and recall in RAG systems.

Quantitative Risk Metrics Calculation

Calculates comprehensive portfolio risk metrics and performance indicators to enhance financial risk management and reporting.

Prompt Engineering Patterns

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

RAG Pydantic Schemas

Defines robust Pydantic data models for structured RAG pipeline configurations and metadata validation.

AI Agent Orchestration

Orchestrates complex multi-agent systems using specialized patterns for dynamic reasoning and deterministic workflows.

Embedding Strategy Optimization

Implements asymmetric embedding strategies to improve vector search accuracy by distinguishing between document ingestion and user queries.

Vertex AI RAG Patterns

Implements Retrieval-Augmented Generation (RAG) using the Vertex AI Engine to ground agent responses in private data sources.

Vertex AI RAG Patterns

Implements Vertex AI RAG Engine patterns for grounding AI agents with private data sources and verifiable citations.

ADK Fundamentals

Accelerates Google Agent Development Kit (ADK) projects with standardized environment setup, Vertex AI configuration, and robust agent scaffolding.

ADK Agent Fundamentals

Streamlines the creation and configuration of production-grade AI agents using the Google Agent Development Kit (ADK) and Vertex AI.

Consolidate Research

Synthesizes multi-source research findings into a unified, evidence-graded report with proactive conflict resolution.

Advanced RAG Querying

Enhances retrieval-augmented generation processes with query expansion, multi-query retrieval, and mandatory source citations.

Vertex AI SDK Patterns

Simplifies Gemini model configuration and implementation using the Google Cloud Vertex AI SDK.

Optimize Prompt

Transforms raw instructions into structured, production-ready prompts using advanced prompt engineering frameworks and Claude-specific best practices.

Vertex AI SDK Patterns

Configures and implements Google Vertex AI SDK patterns for Gemini models including safety settings, streaming, and function calling.

Intelligent RAG Ingestion

Optimizes document chunking and embedding workflows for high-performance RAG systems using Vertex AI.

Research Brief Architect

Generates comprehensive multi-LLM research strategies and model-optimized prompts for systematic analysis and strategic planning.

RAG Performance Tuning

Optimizes Retrieval-Augmented Generation (RAG) pipelines using advanced re-ranking, query expansion, and semantic caching techniques.

AI Prompt Engineering Specialist

Optimizes AI agent behavior using structured XML system prompts, few-shot examples, and clear instruction hierarchies.

Corpus Lifecycle Manager

Automates the creation, management, and deletion of RAG corpora specifically for the Vertex AI RAG Engine.

Document Citations & RAG

Implements robust document attribution and Retrieval-Augmented Generation (RAG) patterns for verifiable AI responses.

Gas-Fertilizer Shock Analyst

Verifies causal narratives between natural gas price surges and fertilizer market disruptions using automated statistical analysis.

Oxy Workflow Builder

Builds structured data pipelines, SQL queries, and AI agents using the Oxy framework's hierarchical logic.

Scientific Exploratory Data Analysis

Performs automated exploratory data analysis and generates detailed reports for over 200 scientific file formats across multiple domains.

DBF Data Analysis & Conversion

Analyzes legacy Thai DBF accounting databases by converting them to Parquet for high-performance DuckDB querying.