Data Science & ML Habilidades de Claude

Golden Dataset Management

29

Protects and maintains high-quality test datasets for AI/ML systems through automated backup, restoration, and integrity validation.

Multi-Agent Orchestration

29

Coordinates multiple specialized AI agents using architectural patterns like fan-out/fan-in, supervisors, and synthesis for complex task execution.

LangGraph Checkpointing & Persistence

29

Implements fault-tolerant AI workflows with robust state persistence and recovery for LangGraph applications.

Agentic Workflow Loops

29

Implements autonomous reasoning patterns and agentic workflows for multi-step LLM task execution and self-correction.

Contextual Retrieval for RAG

29

Implements Anthropic's Contextual Retrieval technique to reduce retrieval failures in RAG pipelines through contextualized chunking and hybrid search.

Semantic Caching for LLMs

29

Optimizes LLM performance and reduces API costs by implementing Redis-powered semantic similarity caching.

RAG Retrieval Patterns

29

Implements production-ready Retrieval-Augmented Generation (RAG) patterns to ground LLM responses in verifiable context and prevent hallucinations.

Semantic Embeddings

29

Generates dense vector representations for text to enable semantic search, document similarity, and RAG pipelines.

Reranking Patterns for RAG

29

Optimizes search precision in RAG pipelines by re-scoring retrieved documents using cross-encoders, LLMs, and weighted relevance signals.

Analytics Visualization Patterns

29

Standardizes the design of high-impact GTM dashboards and reports using proven visualization frameworks and accessibility best practices.

Market Scenario Modeler

29

Builds sophisticated TAM/SAM/SOM models and financial scenarios to forecast market potential and stress-test revenue assumptions.

Black Forest Labs FLUX API

27

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

AI Consultant

27

Facilitates multi-model AI consultations, parallel multi-agent research, and structured peer-reviewed deliberation to provide diverse expert perspectives.

FLUX Image Generation Best Practices

27

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

Excel & Spreadsheet Mastery

25

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

Gemini CLI Integration

25

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

LangChain Agent Builder

23

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

Streamlit Development

23

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

Caro Prompt Tuner

23

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

MATLAB Performance Optimizer

22

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

MATLAB Digital Filter Design

22

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

MATLAB UIHTML App Builder

22

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

AI RAG & Search Engineering

22

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

AI MLOps and Security

22

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

AI LLM Development & Engineering

22

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

Google Gemini Embeddings

21

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

ML Model Deployment & MLOps

21

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

Google Gemini API Integration

21

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

Machine Learning Model Training

21

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

AI SDK Core Integration

21

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