scikit-learn

Enables advanced survival analysis and predictive modeling using machine learning techniques for time-to-event data and censored observations.

Retrieves and analyzes economic time series data from the Federal Reserve Economic Data (FRED) API with advanced filtering and visualization capabilities.

Retrieves, queries, and analyzes protein structure predictions from AlphaFold's comprehensive database for scientific research and computational biology

Performs advanced machine learning path analysis, feature extraction, and predictive modeling for complex scientific and biomedical datasets.

Processes and analyzes digital pathology whole slide images with advanced tissue segmentation, feature extraction, and computational pathology techniques

Compares and matches mass spectrometry spectral data across datasets, enabling peak alignment, similarity scoring, and spectral library searching.

Helps researchers and academics craft precise, clear scientific manuscripts with structured writing, proper citations, and discipline-specific language optimization

Transforms complex data and research into visually compelling, scientifically accurate infographics with clear design and precise data representation

Generates astronomical database queries, retrieves celestial object data, and performs complex astrophysical calculations across multiple scientific catalogs.

Designs and simulates quantum circuits, optimizes quantum algorithms, and provides advanced quantum computing modeling using Google's Cirq framework.