Data Science & ML Agent Skills

System Prompt Engineering

Architects high-impact system prompts to define agent identity, rules, and behavior patterns for custom AI assistants.

ArXiv Paper Search & Summarizer

Searches and summarizes research papers from ArXiv to provide concise insights on technical topics and recent publications.

ML/AI Delivery Lifecycle Management

Guides the end-to-end delivery of ML/AI projects through structured experimentation, data exploration, and responsible AI practices.

Colab Notebook Development Pattern

Standardizes the creation of Google Colab notebooks for machine learning and trading experiments using a high-performance template.

AI Service Authentication Manager

Configures authentication credentials for external AI services including OpenAI GPT and Google Gemini.

RDKit Cheminformatics & Drug Discovery

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

PyTorch Model Deployment & Optimization

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

Scalable Parallel Computing with Dask

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

DuckDB for Scientific Data

Integrates high-performance analytical SQL capabilities into Python workflows for efficient data processing and large-scale querying.

Matplotlib Data Visualization

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

Matplotlib Pro Viz & Animation

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

OpenCV Computer Vision

Empowers Claude to perform real-time image processing, video analysis, and advanced computer vision tasks using the industry-standard OpenCV library.

XGBoost & LightGBM ML Toolkit

Implements industry-standard gradient boosting algorithms for high-performance machine learning on tabular and structured datasets.

Open Babel Chemical Translator

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

Scikit-Learn Machine Learning

Implements industry-standard machine learning workflows in Python for predictive data analysis including classification, regression, and clustering.

tqdm Progress Monitoring

Implements intelligent, low-overhead progress bars for Python loops, data processing, and machine learning workflows.

Biopython Bioinformatics

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

PennyLane Quantum Machine Learning

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

Plotly Interactive Visualization

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

Scikit-Image Assistant

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

Google OR-Tools Optimizer

Solves complex combinatorial optimization problems including vehicle routing, scheduling, and resource allocation using Google's open-source suite.

SymPy Symbolic Mathematics

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

Dask Performance Optimization

Optimizes Dask distributed computing performance through advanced cluster tuning, memory management, and task graph refinement.

Lifelines Survival Analysis

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

MNE Neurophysiology Analysis

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

Molecular Dynamics Analysis (MDAnalysis)

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

Xarray Scientific Data Analysis

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

FastAPI & Streamlit Deployment

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

ProDy Protein Dynamics Analysis

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

Numba JIT Performance

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