dotData Enterprise automates up to 100% of your data science lifecycle. Data ingestion & wrangling, automated feature engineering, AutoML, model operationalization, dotData Enterprise helps automate your entire machine learning life-cycle.
Full-Cycle Automated Machine Learning
A Friendly, Welcoming Face
dotData Enterprise was designed to provide point-and-click access to Automated Machine Learning for your data-savvy professionals. Empower citizen data scientists with one of the fastest, easiest to use platforms available with the power of automated feature engineering.
"Big Data" Friendly
dotData was architected from the very start with large and complex data sets in mind. With support for complex table relationships and the ability to perform computations on billions of rows of data, dotData provides the scalability and performance you need to create complex Enterprise AI models in record time.
Intelligent Data Management & Preparation
dotData begins by providing automation features that help you connect to and prepare your data. dotData connects to your data and generates the required schemas to interpret table relationships. With dotData, however, you go beyond traditional AutoML features like raw data cleansing, and data partitioning with unique entity relationship extraction and automated table joins, aggregations and groupings to accelerate feature engineering.
Automated Feature Engineering: The Unknown unknowns
dotData automatically generates features from different types of source business data with complex relations. With support for transactional, text, geo-location, temporal as well time-series data, dotData’s automated Feature engineering analyzes millions of possible features and exposes the ones that are most likely to provide value to your organization, saving your company time and giving you the ability to uncover hidden insights that you would have never thought possible.
Machine Learning Automation
dotData supports all state of the art Machine Learning libraries and provides industry-leading Machine Learning optimization features like an automated hyper-parameter search of ML algorithms, the ability to select promising features for machine learning and the automatic selection of “champion” models. With dotData, finding the right features and creating the right ML model for your project becomes a fast and straightforward exercise.
State of the Art Machine Learning
dotData goes beyond just automation with support for a wide variety of state of the art machine learning libraries like scikit-learn, XGBoost, LightGBM, TensorFlow and PyTorch.
Model Deployment & Maintenance
All dotData models can be deployed immediately using an innovative API approach. Create production-ready data and feature pipelines via APIs and create a production-ready ML scoring pipeline. Validate model accuracy automatically and retrain models based on real-world data using API-based integration. dotData makes deploying and maintaining your AI models fast, simple, and cost-effective, giving you the best ROI and the fastest time to market possible.
Human Friendly Results
dotData takes the mystery out of your Enterprise AI projects. Our feature output does not only rank the importance of individual features, but it also provides a “human-readable” explanation of each feature as well as a feature “blueprint” that outlines the tables and relationships used in creating each feature. You get ultimate transparency and explainability of features in a way that is actionable by both your data science teams as well as your business users.
Data Science Automation Industry Solutions
Artificial Intelligence and Machine Learning can provide immense benefits to businesses across many industries. dotData’s products have been deployed in a multitude of use-cases across a broad spectrum of industries to help accelerate data science, improve performance and allow businesses to democratize AI and ML adoption.
Whether it’s mitigating fraud, modeling credit profiles, managing customer acquisition or implementing dozens of other use-cases, leverage dotData to help democratize and accelerate the process.
From forecasting admissions patterns to identifying healthcare “hot spots,” dotData can help healthcare organizations to run more efficiently and provide the quality of service patients demand.
Managing cost is just one of the many reasons insurance companies are investing heavily in Artificial Intelligence and Machine Learning. dotData helps make the process fast, transparent and scalable.
Fintech companies rely on flexibility, speed of execution and technology to help drive adoption and customer satisfaction. Leverage dotData to help automate your processes and improve customer satisfaction.
Creating an efficient and speedy manufacturing process is the goal of all manufacturing companies. dotData helps you leverage the power of data science to accelerate processes and minimize waste.
Whether it’s mapping customer acquisition patterns, modeling inventory churn or dozens of other use cases, dotData helps retailers automate the process of creating Machine Learning and Artificial Intelligence solutions.
Marketing has become as much science as it is art. Artificial Intelligence and Machine Learning can help create a scalable, repeatable and predictable marketing machine, and dotData can help you get there.