Model Training & Evaluation

bio-epitranscriptomics-m6anet-analysis

Nanopore direct RNA m6A detection with m6Anet deep learning.

bio-imaging-mass-cytometry-interactive-annotation

Interactive cell type annotation for IMC data. Covers napari-based annotation, marker-guided labeling, training data generation, and annotat…

bio-immunoinformatics-tcr-epitope-binding

Predict TCR-epitope specificity using ERGO-II and deep learning models for T-cell receptor antigen recognition. Match TCRs to their cognate…

cirq

Cirq is Google Quantum AI's open-source framework for designing, simulating, and running quantum circuits on quantum computers and simulator…

Get Available Resources

Detect available computational resources and generate strategic recommendations for scientific computing tasks. This skill automatically ide…

gtars

Gtars is a high-performance Rust toolkit for manipulating, analy.

Hypothesis Generation

Hypothesis generation is a systematic process for developing testable explanations. Formulate evidence-based hypotheses from observations, d…

MarkItDown

MarkItDown is a Python tool developed by Microsoft for converting various file formats to Markdown. It's particularly useful for converting…

PennyLane

PennyLane is a quantum computing library that enables training quantum computers like neural networks. It provides automatic differentiation…

PufferLib

PufferLib is a high-performance reinforcement learning library designed for fast parallel environment simulation and training. It achieves t…

PyMOO

Pymoo is a comprehensive Python framework for optimi.

Qiskit

Qiskit is the world's most popular open-source quantum computing framework with 13M+ downloads. Build quantum circuits, optimi.

QuTiP

QuTiP provides comprehensive tools for simulating and analy.

scikit-survival

scikit-survival is a Python library for survival analysis built on top of scikit-learn. It provides speciali.

Stable Baselines3

Stable Baselines3 (SB3) is a PyTorch-based library providing reliable implementations of reinforcement learning algorithms. This skill provi…

Torch Geometric

PyTorch Geometric is a library built on PyTorch for developing and training Graph Neural Networks (GNNs). Apply this skill for deep learning…

Transformers

The Hugging Face Transformers library provides access to thousands of pre-trained models for tasks across NLP, computer vision, audio, and m…