Data Science & ML Habilidades de Claude

Python Polars Data Engineering

Accelerates data processing workflows using the Polars DataFrame library for lightning-fast, memory-efficient analysis and pipeline optimization.

MechInterp Glossary and Constraints

Provides domain-specific knowledge and experimental constraints for mechanistic interpretability research on Splatoon data models.

Privacy Checker & Anonymizer

Detects PII, anonymizes sensitive information, and ensures regulatory compliance during synthetic data generation and processing.

MAIC Methodology & Analysis Guide

Provides expert guidance for conducting and reviewing Matching-Adjusted Indirect Comparisons (MAIC) in clinical data analysis.

Chart Generator

Generates text-based visualizations and comprehensive reports to analyze the relationship between typographic errors and semantic drift in experimental data.

LLM Evaluation Suite

Implements robust evaluation frameworks for Large Language Model applications using automated metrics, human feedback, and statistical testing.

STC Methodology Expert

Provides expert methodological guidance and implementation patterns for conducting rigorous Simulated Treatment Comparisons (STC) in clinical trial analysis.

ReasoningBank with AgentDB

Implements high-performance adaptive learning and experience replay patterns for self-improving AI agents using a high-speed vector database backend.

AutoML Optimizer

Automates hyperparameter tuning and model selection using intelligent search strategies like Bayesian optimization.

Excel & Spreadsheet Management

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

Veo 3.1 Video Interpolation

Generates cinematic video transitions and morphing animations between two keyframe images using Google’s Veo 3.1 via fal.ai.

Time Series Forecaster

Automates complex time-series forecasting pipelines including trend analysis, seasonality detection, and multi-model predictions.

Flow Nexus Neural

Trains, deploys, and manages distributed neural networks using E2B sandboxes and custom architectures.

ML-NMR Methodology Specialist

Provides expert methodological guidance and implementation patterns for Multilevel Network Meta-Regression (ML-NMR) in evidence synthesis.

ADK Real-Time Streaming Patterns

Configures Google ADK bidirectional streaming to build low-latency, multimodal AI agents with real-time voice and video capabilities.

Multi-Provider LLM Integration

Integrates multiple LLM providers using isolated interfaces and normalized data structures for consistent AI implementation.

LangGraph Builder

Constructs sophisticated, stateful AI agent workflows and graph-based logic using LangGraph best practices.

LangGraph Patterns Expert

Optimizes LangGraph agent architectures by implementing explicit state management, granular node design, and robust transition patterns.

Prompt Engineering

Transforms vague requirements into precise, effective prompts through a structured framework of systematic analysis and iterative refinement.

AgentDB Learning

Trains and deploys self-learning autonomous agents using nine reinforcement learning algorithms to optimize behavior through experience.

Data Analysis Helper

Analyzes datasets, calculates statistical metrics, and generates visual insights to drive data-informed decisions.

Spreadsheet Tools

Automates the creation, analysis, and formatting of Excel spreadsheets using programmatic data manipulation and visualization techniques.

Prompt Engineering Expert

Optimizes and crafts high-performance LLM prompts using research-backed techniques like Chain-of-Thought and Few-Shot learning.

Analysis Orchestration

Optimizes AI-assisted qualitative research through model selection guidance, cost estimation, and document processing strategies.

Gioia Methodology

Constructs and validates hierarchical data structures for qualitative research, transforming grounded participant language into abstract theoretical dimensions.

Teradata SVM Classification

Automates the end-to-end Support Vector Machine (SVM) workflow for linear and non-linear classification tasks within Teradata Vantage.

Gemma 3 270M Integration Template

Streamlines the integration and testing of Gemma 3 270M models within the Claude Code environment.

LLM Application Evaluation

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

MLOps Pipeline Workflow

Builds end-to-end MLOps pipelines to automate data preparation, model training, validation, and production deployment.

RAG Implementation for LLM Apps

Implement production-ready Retrieval-Augmented Generation (RAG) systems to ground LLM responses in external knowledge and proprietary data.