Data Science & ML Habilidades de Claude

Hybrid Search Implementation

Implements optimized hybrid search patterns combining vector similarity and keyword matching to enhance RAG system recall.

Hierarchical Memory System

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

Moon Dev AI Trading Agents

Orchestrates a fleet of 48+ autonomous AI agents for cryptocurrency trading, market analysis, and backtesting across multiple exchanges.

LangChain Architecture

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

Metabolomics Workbench Database Explorer

Accesses the NIH Metabolomics Workbench REST API to query metabolite data, study metadata, and perform mass spectrometry searches.

OpenRouter Multi-Model Gateway

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

DuckDB & MotherDuck Analytics

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

HAIPipe Case Processing (Layer 3)

Transforms temporal RecordSets into event-triggered CaseSets for machine learning feature extraction.

Academic Evaluation & Display

Automates the generation of publication-ready tables and figures from model performance data for academic research.

HAIPipe NN ModelSet & Pipeline Orchestrator

Orchestrates neural network training, evaluation, and deployment through a model-agnostic pipeline and standardized asset packaging system.

HAIPipe ML Data Preparation

Transforms structured CaseSets into ML-ready datasets with automated splitting, feature engineering, and vocabulary management.

Paper Incubator

Automates the creation and interactive refinement of LaTeX academic paper drafts from research data and architectural blueprints.

PubMed Research

Conducts professional-grade biomedical literature searches and manages citations using the PubMed database.

Ruvector Memory Conventions

Standardizes vector memory workflows and MCP tool interactions for persistent codebase intelligence and context management.

Research Orchestrator

Manages complex academic research workflows through 24 specialized agents with mandatory human-in-the-loop checkpoints.

Ask Gemini Collaboration

Enables seamless model-to-model collaboration by delegating research, code reviews, and architectural validation to Google Gemini.

Qualitative Research & Data Collection Specialist

Designs and executes rigorous qualitative data collection protocols for interviews, focus groups, and systematic observations.

Machine Learning Engineer

Builds, trains, and deploys predictive machine learning models with robust preprocessing and standardized evaluation pipelines.

D3.js Data Visualization

Creates sophisticated, interactive data visualizations and custom charts using the D3.js library.

Forecasting Calibration & Discrimination

Optimizes predictive accuracy by balancing probability alignment with the ability to distinguish between diverse outcomes.

Natural Selection Design Patterns

Implements evolutionary design principles to build adaptive systems that improve through iterative variation, selection pressure, and inheritance.

Deep Research Oracle

Routes prompts and code context to multiple high-performance AI models for cross-validation and specialized deep research.

Prompt Engineering Frameworks

Applies systematic techniques and structured frameworks to optimize LLM instructions for maximum accuracy, consistency, and output quality.

Evolution Patterns

Applies biological adaptation principles to optimize complex systems through iterative variation, selection, and inheritance.

Base Rate Thinking Pattern

Anchors predictions and decision-making in statistical frequencies to avoid cognitive bias and improve estimation accuracy.

Aristotle Mathematical Prover

Formalizes natural language mathematical questions into Lean 4 and verifies them using the Harmonic Aristotle prover API.

Tournament Forecasting

Implements structured competitive prediction frameworks using Brier scores and systematic debiasing to enhance organizational forecasting accuracy.

ctrlsys Control Theory & Systems Engineering

Simplifies the design and analysis of complex control systems using the C11-based ctrlsys library.

Fitness Landscapes Thinking Pattern

Analyzes complex optimization problems using evolutionary landscape metaphors to identify local traps and global optima.

Excel & Spreadsheet Management

Manages complex Excel workbooks with automated formula creation, financial modeling standards, and data analysis.