Data Science & ML Habilidades de Claude

RAG Implementation Expert

Builds production-grade Retrieval-Augmented Generation (RAG) systems using vector databases and semantic search for LLM applications.

Domain Advisor

Plans data science and hardware optimization experiments by analyzing historical project logs and domain-specific configurations.

MLOps Pipeline Orchestrator

Builds and automates end-to-end MLOps pipelines from data ingestion and preparation through model training, validation, and production deployment.

Embedding Strategies for RAG

Optimizes embedding model selection and chunking strategies to improve semantic search and RAG application accuracy.

Stonk: Ethical Investment Intelligence

Analyzes global investments through the lens of power structures, ethical constraints, and geopolitical alignments.

Data Storytelling

Transforms complex datasets into persuasive narratives and executive-ready presentations using proven storytelling frameworks.

LLM Evaluation Framework

Implements comprehensive evaluation strategies for LLM applications using automated metrics, human feedback, and benchmarking.

Airflow DAG Patterns

Builds production-ready Apache Airflow DAGs using industry-standard patterns for orchestration and data engineering.

Renku AI Video Generator

Generates complex AI-driven video compositions and media pipelines using the Renku CLI.

AI Gateway Manager

Manages and routes requests across multiple AI providers including Anthropic, Ollama, and HuggingFace.

Multimodal Media Analysis

Analyzes and extracts deep insights from images, videos, and audio files using advanced AI models.

DuckDB & MotherDuck Analytics

Streamlines building high-performance OLAP applications using DuckDB, MotherDuck, and Parquet in Node.js and TypeScript.

OpenRouter Multi-Model Gateway

Integrates 300+ AI models into Claude Code for specialized tasks, high-fidelity image generation, and cross-model reasoning.

Whisper Transcription

Transcribes audio files into text using a local whisper.cpp server with GPU acceleration.

Structural Biology Analysis

Analyzes protein and molecular structures through AlphaFold interpretation, quality validation metrics, and comparative structural techniques.

LangChain Architecture

Builds sophisticated LLM applications and autonomous agents using the LangChain framework's core patterns and integrations.

Hierarchical Memory System

Implements a multi-layered memory architecture based on Mem0 research to boost AI accuracy and persistence across sessions.

HPC Development & Testing Workflow

Streamlines scientific development on HPC environments using multi-root workspaces and automated test data extraction.

Prompt Engineering Patterns

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

Tidymodels Workflow Patterns

Implements end-to-end machine learning pipelines in R using the modern tidymodels ecosystem.

Agri Hedge Fund Positioning Tracker

Quantifies hedge fund capital flows in agricultural commodity markets using CFTC COT data and macro sentiment indicators.

Qdrant Vector Memory

Enables persistent semantic search and long-term memory capabilities using Qdrant vector database for advanced RAG workflows.

OmniHuman AI Video Generator

Generates realistic AI avatar lip-sync videos from a single image and audio file using the OmniHuman1 framework.

DR Synthesize

Transforms raw research data into structured executive reports and technical implementation plans.

Benchling R&D Integration

Automates Benchling life sciences workflows and manages biological data via the Python SDK and REST API.

FlowIO (Flow Cytometry Data Handler)

Parses and generates Flow Cytometry Standard (FCS) files to facilitate cytometry data preprocessing and scientific analysis.

RAG Engineer

Architects and optimizes high-performance Retrieval-Augmented Generation systems using advanced embedding, chunking, and search strategies.

GPU Parallel Scheduling & Memory Safety

Implements queue-based GPU allocation and memory cleanup patterns to prevent OOM crashes and ensure reliable progress tracking in parallel workflows.

Histolab WSI Processing

Automates tissue detection and tile extraction from whole slide images for digital pathology and machine learning workflows.

Financial Modeling Suite

Builds advanced financial models including DCF analysis, Monte Carlo simulations, and scenario planning for data-driven investment decisions.