JADBio AutoML

JADBio AutoML is a state-of-the-art automated Machine Learning Platform purpose-built for life scientists. It enables researchers to effortlessly extract knowledge and make new discoveries from publicly available datasets or their own study data — all without writing a single line of code. Available on the AWS Marketplace, JADBio is designed to bring advanced AI-driven analysis within reach of biologists, clinicians, and translational researchers who need actionable insights fast.

The platform is purpose-built for multi-omics and biomedical data, capable of parsing and analysing complex, high-dimensional datasets typical of life science research. Most analyses complete within a couple of hours, dramatically accelerating the path from raw data to discovery.

How JADBio AutoML Works

1. Begin by preparing your study data — either processed and normalised by a bioinformatician or sourced from public data repositories.
2. Upload the curated dataset to the JADBio application in a .csv or other delimited file format.
3. Select the desired predictive outcome you wish to model.
4. Allow the platform to automatically perform the full machine learning analysis pipeline.
5. Review results, predictive models, biomarker signatures, and visualisations — typically within a couple of hours.

What You Can Predict

• Disease status (diagnosis)
• Disease subtype
• Response to treatment
• Phenotypic traits
• Time to event outcomes (death, metastasis, relapse)
• Other discrete or continuous biological quantities

Supported Data Types

• DNA and RNA data
• Protein and metabolite data
• Clinical and phenotypic data
• Single-cell data (any type)
• Sequence data (SNP, methylation, etc.)
• Medical signals (e.g., EEGs)
• Medical images
• Multi-omics combinations including Genomics, Transcriptome, Metagenome, Proteome, and Metabolome

What Results You Receive

• Predictive models that can be applied to new, unseen data
• A minimal, most-relevant set of predictive biomarkers (biosignatures)
• Multiple visualisations to help interpret and communicate results
• Decision support information to guide model application in practice

Key Platform Benefits

• Achieves an unprecedented level of automation in AI-based biological data analysis
• Focuses on knowledge discovery through novel feature selection algorithms
• Continuously improves with usage via meta-level learning — applying machine learning to its own ML results
• Handles molecular data characterised by low sample sizes and high dimensionality
• Simultaneously processes multiple data types including multi-omics, genetic, imaging, and signal data
• Employs correct and unbiased analytical methodology
• Includes bio-specific functionalities such as survival analysis and biology-specific data preprocessing
• Built on novel, proprietary algorithms developed to solve open problems — not simply connecting existing black-box tools

JADBio AutoML is available with a free Basic Plan, allowing life scientists to get started immediately. The platform is also discoverable and deployable via the AWS Marketplace, supporting flexible cloud-based deployment for research teams of all sizes.