Data Science & ML Habilidades de Claude

Stonk: Ethical Investment Intelligence

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

AI Gateway Manager

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

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.

LangChain Architecture

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

Structural Biology Analysis

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

Hierarchical Memory System

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

Qdrant Vector Memory

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

HPC Development & Testing Workflow

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

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.

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.

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.

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.

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.

Search & Vector Architect

Architects and implements high-performance full-text search engines and vector retrieval systems for AI-driven applications.

Datamol Cheminformatics

Simplifies molecular cheminformatics and drug discovery workflows with a Pythonic abstraction layer over RDKit.

ClinVar Database

Queries and interprets genetic variant clinical significance data from the NCBI ClinVar database.

GenAI Video Generation

Generates high-quality videos and animations from text or images using the Google GenAI Veo 3.1 model.

Microsoft Agent Framework for .NET

Builds and orchestrates sophisticated AI agents and multi-agent workflows using the Microsoft Agent Framework for .NET applications.

Modern Earthquake Cave Validation

Validates speleothem-based paleoseismic research by testing cave geochemical records against modern earthquake catalogs.

Python Experiment Conventions

Standardizes the development of Python machine learning experiments using specific layout, execution, and asset management patterns.

RAG Reference Indexer

Indexes and manages multi-format reference documents to enhance RAG-based context retrieval during development tasks.

Biopython Molecular Biology Toolkit

Streamlines computational molecular biology tasks including sequence analysis, biological file parsing, and programmatic NCBI database access.

Neuropixels Data Analysis

Streamlines the analysis of high-density neural recordings from Neuropixels probes through automated preprocessing, spike sorting, and quality curation.