Data Science & ML Agent Skills

PyProj Coordinate Systems & Geodetics

Performs high-precision cartographic projections and coordinate transformations using the PROJ library.

Open Babel Chemical Translator

Converts and processes chemical data across 110+ formats for molecular modeling, informatics, and 3D structure generation.

PySCF Quantum Chemistry

Performs ab initio quantum chemistry calculations and molecular simulations using the PySCF framework.

Statsmodels Statistical Analysis

Performs advanced statistical modeling, hypothesis testing, and rigorous data inference using R-style formulas.

Matplotlib Pro Viz & Animation

Generates high-performance animations, publication-quality scientific figures, and interactive data visualization tools using advanced Matplotlib techniques.

Plotly Interactive Visualization

Generates interactive, web-based charts and complex data dashboards using Python's high-level Plotly library.

Pydicom Medical Imaging

Provides specialized tools for reading, modifying, and writing DICOM medical imaging data within Python environments.

Biopython Bioinformatics

Streamlines computational biology workflows with specialized guidance for sequence analysis, file parsing, and biological database integration using Biopython.

Numba JIT Performance

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

Seaborn Statistical Visualization

Generates sophisticated, publication-quality statistical graphics and exploratory data visualizations using the Python Seaborn library.

SunPy Solar Physics Analysis

Enables advanced solar data processing, coordinate transformations, and multi-instrument analysis using the SunPy ecosystem.

Matplotlib Data Visualization

Generates publication-quality 2D plots, scientific visualizations, and complex multi-panel figures using industry-standard Python patterns.

Photutils Astronomical Photometry

Detects astronomical sources and performs high-precision photometry on digital images using the Astropy ecosystem.

Astropy for Astronomy & Astrophysics

Simplifies astronomical data analysis and physical calculations using standardized units, coordinates, and cosmological models.

Scalable Parallel Computing with Dask

Scales Python's data science stack to multi-core systems and distributed clusters using lazy evaluation and task scheduling.

PyTorch Model Deployment & Optimization

Deploys and optimizes PyTorch models for production environments, edge devices, and high-performance C++ applications.

Qiskit Hardware & Pulse Control

Optimizes and executes quantum circuits on physical IBM Quantum hardware using advanced error mitigation and pulse-level control.

PennyLane Quantum Machine Learning

Integrates differentiable quantum computing circuits into classical machine learning workflows for hybrid model development.

Molecular Dynamics Analysis (MDAnalysis)

Analyzes molecular dynamics trajectories and structural data using the MDAnalysis Python library for biophysical research.

Qiskit Quantum Computing

Facilitates the design, simulation, and execution of quantum circuits and algorithms using IBM's Qiskit framework.

JAX Differentiable Physics & PDEs

Provides specialized guidance for implementing differentiable physics simulations and solving partial differential equations using JAX.

RDKit Cheminformatics & Drug Discovery

Provides specialized tools for molecular manipulation, chemical property calculation, and machine learning in drug discovery workflows.

Lifelines Survival Analysis

Performs advanced survival analysis and time-to-event modeling using the lifelines library for medical, clinical, and epidemiological research.

Scikit-Learn Model Explainability

Provides specialized guidance and code patterns for interpreting machine learning models using scikit-learn, SHAP, and advanced diagnostic tools.

Polars High-Performance Data Processing

Accelerates data manipulation and analysis using the blazingly fast Polars DataFrame library for Python and Rust.

NumPy Scientific Computing

Optimizes numerical computing tasks in Python using high-performance array operations and vectorized mathematical functions.

NumPy Low-Level Optimization

Optimizes NumPy performance through advanced memory management, stride manipulation, and zero-copy operations.

CareerCopilot Agent Scaffolder

Automates the creation of standardized Python-based AI agents for autonomous career-focused tasks.

Scikit-Image Assistant

Simplifies scientific image processing and analysis using Python-based algorithms and NumPy-compatible workflows.

Lattice Spatial-Collective

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