Squark automatically cleans, prepares, engineers, and selects your data. The software then creates 1000’s of models to find the best one to answer your business question. Squark also tells you “why” outcomes have occurred historically using Explainable AI so you know you can trust the fair and unbiased results. Think of it as algorithmic attribution on any data for any outcome not only historically but the attribution is applied to predictions too. It’s that powerful.
From data science perspective, the software automatically creates an entire ML/AI pipeline for you automatically from raw data to interpretable results to model code exports and API endpoints. Functionality includes automated data cleaning, data preparation, featuring engineering including NLP, feature selection, and automodeling across binary and multinomial classification, advanced regression including neural networks, univariate and multivariate time series forecasting, and deeply explainable AI (using permutation importance and SHAP) for any data type, including explainable NLP. Squark supports the biggest of data and the smallest of data and can run on GPUs.
Squark is an award-winning and industry recognized AI platform that has made AI as simple as spreadsheet, while still providing world-class results that can compete with any hand-coded model. Humans, however, can’t code, validate, and test thousands of models across dozens of algorithms like Squark can.