Currently, advanced Machine Learning (ML) techniques and solutions are prohibitively expensive and time-intensive for bespoke applications. ML models like Neural Networks (NNs) are extremely data-bound; there is no “one size fits all” model that can analyze a variety of unique datasets and achieve high predictive validity and reliability on a multitude of different problems. Instead, every problem and unique dataset requires the creation of a bespoke model to efficiently operate on the data and reliably predict outcomes. Such problems often require an individual or team of researchers to independently program, train, validate, and test new models from scratch, which leads to a cyclical pattern of custom model development that is extremely demanding in terms of labor, skill, and project duration. Programmers and data scientists with the necessary expertise and toolsets are also in extremely high demand, making resources in this space consequently expensive and scarce. Furthermore, many traditional models in use today are outdated and perform worse than ML alternatives (in terms of speed, accuracy, and reliability), requiring significantly more computational memory and manual labor to operate. Thus, the ability to develop bespoke ML models quickly and inexpensively is becoming ever more critical to modern research and industry. 

What sets MODELIST apart is the ability it affords users to easily and rapidly create advanced ML models like NNs for unique sets of data, all at the touch of a button and within minutes. Our proprietary software contains functionality for data cleaning, data editing, statistical computation, bespoke model development, model training, model reliability/validity testing, and more, all in a single, standalone application. Users are not required to know how to program (nor to have prior experience working in the ML space) to develop state-of-the-art predictive models that cost a fraction of what it would take to develop similar models using other techniques. Simply put: no software in existence today offers this much predictive power while simultaneously maximizing ease of use and speed.