Data Science & ML Habilidades de Claude

Meta-Analysis Research Assistant

Conducts quantitative synthesis of research data by pooling effect sizes across multiple studies to derive summary conclusions.

Hypothesis Testing Guide

Guides the selection, assumption checking, and interpretation of statistical hypothesis tests for rigorous research data analysis.

Inclusion Criteria for Research

Applies systematic inclusion and exclusion criteria to automate literature screening and ensure PRISMA compliance.

Research Question Optimizer

Formulates and refines high-quality research questions using the scientifically recognized FINER criteria.

Statistical Power Analysis

Calculates statistical power and determines required sample sizes for research studies to ensure experimental rigor and reproducibility.

Statistical Results Interpretation

Interprets and reports complex statistical findings with high precision, focusing on effect sizes, confidence intervals, and p-value accuracy.

PolicyEngine Core Microsimulation

Powers tax and benefit microsimulations with a vectorized engine for calculating complex economic policy impacts.

Data Cleaning & Quality Remediation

Performs systematic data quality remediation by detecting duplicates, handling outliers, and standardizing datasets for reliable analysis.

PolicyEngine Data Science

Analyzes survey microdata using weighted pandas DataFrames to calculate inequality, poverty, and distributional metrics.

Guided Investigation Framework

Conducts systematic, multi-phase investigations into complex, open-ended data questions using structured decomposition and incremental synthesis.

Comparative Data Analysis

Performs rigorous, systematic comparisons of data segments, cohorts, and time periods to uncover actionable drivers of difference.

Exploratory Data Analysis (EDA)

Conducts systematic exploratory data analysis to uncover hidden patterns, anomalies, and actionable insights in unfamiliar datasets.

Academic Peer Review

Provides rigorous, PhD-level evaluations of research manuscripts and proposals to enhance academic quality and impact.

AnnData Scientific Data Management

Manages annotated data matrices for single-cell genomics and large-scale biological datasets using the Python AnnData framework.

ML & AI Engineering Assistant

Accelerates the development of machine learning models and AI systems through expert guidance on MLOps, RAG architectures, and model deployment.

AgentDB Memory Patterns

Implements high-performance persistent memory and reinforcement learning patterns for AI agents using AgentDB and ReasoningBank.

ReasoningBank Intelligence

Implements adaptive learning systems for AI agents to recognize patterns, optimize strategies, and improve autonomously over time.

Reversible Computing Logic

Implements time-symmetric, information-preserving computation patterns for Janus-style reversible logic and quantum-ready algorithms.

Scientific Research Automation

Automates the end-to-end scientific research lifecycle from initial data analysis and hypothesis generation to the production of publication-ready LaTeX manuscripts.

Borges SDR Reafference Engine

Orchestrates self-learning signal processing and spectral exploration using software-defined radio (SDR) and categorical database integration.

Soliton Detection & Agency Bridge

Unifies mathematical topology with computational agency to detect solitons and bootstrap self-aware agentic skills.

Ordered Locale Point-Free Topology

Implements directed point-free topology using frames and preorders satisfying the open cone condition.

Molecular Assembly Index

Calculates molecular complexity using Assembly Theory to identify biosignatures and validate chemical pathways.

OSM Topology & Graph Analysis

Analyzes OpenStreetMap road networks using graph theory and GF(3) topological coloring for robust geographic data processing.

Initial Value Problem Solver

Analyzes and solves Ordinary Differential Equations (ODEs) by applying existence and uniqueness theorems within dynamical systems.

Julia Gay Color System

Generates deterministic, scientifically-consistent colors and parallel-invariant fingerprints for Julia-based data visualizations.

Parameter-Dependent Systems Analysis

Analyzes and models dynamical systems that vary with external parameters to understand qualitative shifts and stability.

HyThermal Dynamics

Models and explores concept networks using relational ACSet structures and Langevin thermal dynamics for deep semantic analysis.

Abductive Inference REPL

Facilitates exploratory abductive reasoning and hypothesis testing through interactive REPL environments.

Saddle-Node Dynamics

Analyzes and implements saddle-node bifurcations for modeling qualitative changes in dynamical systems and equilibrium pairs.