JADBio vs Lale
JADBio
jadbio.comLale
lale.readthedocs.ioSide by side
| Figure | JADBio | Lale |
|---|---|---|
| Price from | $183.25/mo | — |
| Free plan | Yes | — |
| Free trial | Yes | — |
| Open source | — | — |
| Web | Yes | — |
| Windows | — | Yes |
| macOS | — | Yes |
| Linux | — | Yes |
| API | Yes | Yes |
| Self-hosted | Yes | — |
| Plans published | 3 | 0 |
| Spec score · AutoML Software | 8.1 (#8) | 7.2 (#19) |
| Data types | It supports multi-omics data including genomics, transcriptome, metagenome, proteome, metabolome, clinical data, and images. | The FAQ says Lale has been used with tables, text, images, time series, and multimodal data. |
| Integrations | The Team plan includes connection to public repositories, while Business Pro plans include connection to public and private repositories. | Its operator libraries include support based on scikit-learn, AI Fairness 360, category_encoders, imbalanced-learn, LightGBM, Snap ML, and XGBoost. |
| Purpose | JADBio is a no-code automated machine learning platform designed for life scientists to discover knowledge from public or study data. | Lale is a Python library for semi-automated data science that helps select algorithms and tune pipeline hyperparameters in a type-safe way. |
Plans
In their own words
JADBio
JADBio is a no-code automated machine learning platform for life scientists analyzing public or study data. It accepts curated CSV and other delimited files, and users choose the outcome to predict. Supported data includes genomics, transcriptome, metagenome, proteome, metabolome, clinical data, and images. Analysis features include automated preprocessing, feature selection, survival analysis, predictive modeling, and model interpretation; outputs can include predictive models, biomarkers or biosignatures, visualizations, and information for applying models. The REST API can add AutoML, including image analysis, to applications and automate workflows, with a Python client available through GitHub, PyPI, and Anaconda. JADBio offers web, API, and self-hosted options. Basic is free and includes one seat, three projects, a 50 MB upload limit, 500 MB storage, and one model export. Team is listed at $2,199 a year, billed annually, and includes a 14-day free trial. Business Pro has custom pricing and lists SaaS, AWS container, and on-premise delivery.