Make your life easier, automate the machine learning process. JADBio automatically searches for the best algorithms, runs the preprocessing, selects the right features, tunes for hyper-parameters, and produces the final model and predictive performance, with lots of visualizations, graphs, and reports. JADBio can credibly process small sample sizes and large feature sets, or produce multiple feature subsets that lead to equally predictive models for knowledge discovery.