scGPT 完整教學

2026-06-109 min read BioinformaticsTutorial

scGPT 完整教學 Repository: https://github.com/bowang-lab/scGPT Stars: 1577 | Tags: single-cell, foundation-model License: MIT | Language: Python (Jupyter Notebook) | Version: 0.2.5 Documentation: https://scgpt.readthedocs.io/en/latest/ Paper: scGPT: Towards Building a Foundation Model for Single-Cell Multi-omics Using...

SDMetrics 完整教學

2026-06-1011 min read BioinformaticsTutorial

SDMetrics 完整教學 Repository: https://github.com/sdv-dev/SDMetrics Stars: 261 | Forks: 52 | License: MIT Language: Python | Last Updated: 2026-06-09 Tags: synthetic-data, metrics, quality Documentation: https://docs.sdv.dev/sdmetrics DOI: 10.5281/zenodo.14279167 2. 核心架構 (Core Architecture) 2.1 四層指標體系 SDMetrics...

Simulants 完整教學

2026-06-1010 min read BioinformaticsTutorial

Simulants 完整教學 Repository: https://github.com/mdsol/Simulants Stars: 2 | Language: Python | License: MIT Tags: clinical-trial, baseline, Medidata 最後更新: 2024-09-20 維護者: Mandis Beigi — Medidata Solutions (Dassault Systemes) 2. 核心架構 2.1 系統架構圖 graph TD subgraph 輸入層 Input Layer A[CSV 原始資料Raw Tabular Data] -->...

SmartNoise SDK 完整教學

2026-06-1012 min read BioinformaticsTutorial

SmartNoise SDK 完整教學 Repository: https://github.com/opendp/smartnoise-sdk Stars: 296 | Language: Python | License: MIT Tags: differential-privacy, privacy, opendp, smartnoise Python: 3.10 - 3.14 | 最後更新: 2026-05 2. 核心架構 2.1 整體架構圖 graph TB subgraph "SmartNoise SDK" direction TB subgraph SQL["smartnoise-sql差分隱私 SQL 查詢"]...

synthcity 完整教學

2026-06-1011 min read BioinformaticsTutorial

synthcity 完整教學 Repository: https://github.com/vanderschaarlab/synthcity Stars: 664 | Fork: 94 | License: Apache-2.0 Tags: synthetic-data, privacy, fairness, pytorch, tabular-data, generative-model 最新版本: v0.2.12 (2025-05-08) 論文: arXiv:2301.07573 2. 核心架構 2.1 系統架構圖 graph TB subgraph Input["輸入層 Input Layer"] RAW["原始資料Raw...

synthEHRella 完整教學

2026-06-108 min read BioinformaticsTutorial

synthEHRella 完整教學 Repository: https://github.com/chenxran/synthEHRella Stars: 18 | Language: Python | License: MIT Tags: EHR, benchmark, synthetic 論文: Chen X, Wu Z et al. (2025). Generating synthetic electronic health record data: a methodological scoping review with benchmarking on phenotype data and open-source...

Synthetic Data Generator (SDG) 完整教學

2026-06-1010 min read BioinformaticsTutorial

Synthetic Data Generator (SDG) 完整教學 Repository: https://github.com/SDM-TIB/Synthetic-Data-Generator Stars: 3 | Language: Python | License: MIT Tags: breast-cancer, csv, data-generator, process-based, rdf, sql 最後更新: 2025-11-20 2. 核心架構 2.1 系統架構圖 graph TB subgraph Input["輸入參數"] N["患者數量-n patients"] P["突變機率-p...

T-SYNTH (tsynth-release) 完整教學

2026-06-108 min read BioinformaticsTutorial

T-SYNTH (tsynth-release) 完整教學 Repository: https://github.com/DIDSR/tsynth-release Stars: 6 | Tags: breast-cancer, medical-imaging, synthetic-data 授權: CC0 1.0 Universal (Creative Commons Zero; 公眾領域貢獻) 主要語言: Jupyter Notebook / Python 資料集: https://huggingface.co/datasets/didsr/tsynth 論文: https://arxiv.org/abs/2507.04038...

TabGAN (Tabular-data-generation) 完整教學

2026-06-109 min read BioinformaticsTutorial

TabGAN (Tabular-data-generation) 完整教學 Repository: https://github.com/Diyago/Tabular-data-generation Stars: 570 | Forks: 83 | License: Apache-2.0 Language: Python | PyPI: tabgan Tags: GAN, tabular-data, adversarial-filtering, deep-learning, machine-learning Paper: Tabular GANs for uneven distribution (arXiv:2010.00638)...