JADBio vs TPOT
JADBio
jadbio.comTPOT
epistasislab.github.ioSide by side
| Figure | JADBio | TPOT |
|---|---|---|
| Price from | $183.25/mo | Free |
| Free plan | Yes | Yes |
| Free trial | Yes | — |
| Open source | — | — |
| Web | Yes | — |
| macOS | — | Yes |
| Linux | — | Yes |
| API | Yes | — |
| Self-hosted | Yes | Yes |
| Plans published | 3 | 1 |
| Spec score · AutoML Software | 8.1 (#8) | 7.3 (#18) |
| Founded | 2019 | 2016 |
| Integrations | The Team plan includes connection to public repositories, while Business Pro plans include connection to public and private repositories. | The installation documentation lists scikit-learn and offers extra scikit-learn extensions through the tpot[sklearnex] installation option. |
| Purpose | JADBio is a no-code automated machine learning platform designed for life scientists to discover knowledge from public or study data. | TPOT is a Python automated machine learning tool that optimizes machine learning pipelines using genetic programming. |
| Support | The pricing page lists Standard, Premium, and Platinum support service levels, with Platinum listed for Business Pro. | The project directs users to its GitHub issues to report bugs or suggest enhancements and to discuss extensions. |
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.