Data Science & ML Habilidades de Claude

Airflow DAG Design Patterns

Builds production-grade Apache Airflow pipelines using industry-standard best practices for orchestration and reliability.

CSV Data Summarizer

Analyzes CSV files automatically to generate comprehensive statistical summaries and tailored visualizations using Python and pandas.

Scanpy Single-Cell Analysis

Analyzes high-dimensional single-cell gene expression data to identify cell types, states, and developmental trajectories.

Scientific Agent Skill Template

Provides a standardized framework for developing specialized scientific research and data analysis capabilities within Claude Code.

Shapely Geometry Operations

Performs advanced manipulation and analysis of 2D planar geometric objects using standardized algorithms.

COBRApy Metabolic Modeling

Models and analyzes large-scale metabolic networks in microorganisms using constraints-based reconstruction and flux balance analysis.

ChemPy Chemistry Simulation

Simplifies physical and analytical chemistry tasks by automating chemical equation balancing, kinetic modeling, and equilibrium calculations.

NetworkX Graph Analysis

Analyzes and manipulates complex network structures and graph algorithms using Python's leading network science library.

ProDy Protein Dynamics Analysis

Analyzes protein dynamics, evolution, and structural flexibility using Elastic Network Models and structural ensemble analysis.

Vercel AI SDK Assistant

Builds and implements advanced AI-powered features using the latest Vercel AI SDK patterns and documentation.

SimPy Simulation Engine

Models complex real-world systems using process-based discrete-event simulation in Python.

QuTiP Quantum Dynamics

Simulates open and closed quantum system dynamics using the Quantum Toolbox in Python framework.

Probability & Counting Patterns

Implements exact probability calculations and combinatorial counting patterns using a functional, Norvig-inspired approach.

Numba JIT Performance

Accelerates Python and NumPy code using Just-In-Time (JIT) compilation for machine-speed execution.

Xarray Scientific Data Analysis

Manages and analyzes multi-dimensional labeled arrays and datasets for scientific computing and physical sciences.

Pyomo Mathematical Optimization

Formulates and solves complex mathematical optimization problems using a natural Pythonic syntax for linear, integer, and non-linear models.

Hugging Face Transformers Integration

Integrates state-of-the-art machine learning models for natural language processing, computer vision, and scientific data analysis using the Hugging Face ecosystem.

D3.js Data Visualization

Builds sophisticated, interactive, and data-driven visualizations using the D3.js library for custom charts and complex diagrams.

ESS-DIVE DeepDive Explorer

Queries the ESS-DeepDive fusion database to retrieve field-level metadata and dataset file information for environmental science research.

Excel Automation and Financial Modeling

Automates professional spreadsheet creation, complex financial modeling, and advanced data analysis within Claude Code.

Pysam Genomic Data Analysis

Manipulates and analyzes genomic alignment and variant files using the pysam library for high-throughput sequencing pipelines.

Scientific Video Processing (scikit-video)

Simplifies scientific video analysis by providing a NumPy-based interface for FFmpeg, motion estimation, and video quality metrics.

MNE Neurophysiology Analysis

Analyzes and visualizes human neurophysiological data including EEG, MEG, and intracranial recordings using Python-based best practices.

PyTorch Deep Learning

Builds, trains, and optimizes high-performance neural networks and scientific computing models using the PyTorch framework.

ESS-DIVE Data Explorer

Searches, retrieves, and parses environmental science datasets from the Department of Energy's ESS-DIVE repository.

Lattice Spatial-Collective

Implements a decentralized context-sharing protocol for multi-agent systems using cryptographic sharding and Byzantine fault tolerance.

ESS-DIVE Identifier Toolkit

Facilitates seamless conversion between ESS-DIVE dataset identifiers and DOIs while providing geographic visualization tools.

SymPy Symbolic Mathematics

Performs complex symbolic mathematical operations including calculus, equation solving, and algebraic manipulation using the SymPy library.

FastAPI & Streamlit Deployment

Deploys scientific models and data applications using high-performance FastAPI backends and interactive Streamlit frontends.

JAX Scientific Computing

Accelerates Python and NumPy programs using composable transformations for high-performance machine learning and scientific simulations.