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.
Overview
Full-Cycle Automated Machine Learning
Simple, Easy, Zero Coding
dotData Enterprise provides simple and easy point-and-click access to execute full-cycle data science process with zero coding. Empower citizen data scientists to deliver 10x more AI projects, faster than ever before.
"Big Data" Friendly
dotData is architected to process enterprise-scale data sets. With its ability to automatically handle complex table relationships and billions of rows, the complex enterprise AI models are delivered just in hours of computation.
AI-focused Data Preparation
dotData automates data collection and preparation from different sources. Simply drag and drop your local files or connect to your databases or data lakes. You are free from cumbersome processes to unify data stored in different sources. dotData automatically cleanses data schemas and makes the data ready for your AI/ML projects.
AI-Powered Feature Engineering
dotData’s breakthrough AI engine automatically discovers feature hypotheses from a massive amount of data with complex relations. By combining and correlating transactional, text, geo-location, temporal and time-series data, dotData’s AI-powered Feature engineering uncovers “unknown unknowns” that you would have never imagined and delivers deeper business insights.
Automated Machine Learning
dotData supports all state of the art Machine Learning algorithms. dotData’s AutoML not only automates feature preprocessing (such as missing value imputation, outlier filter, data normalization) and algorithm optimization for various accuracy metrics but is also designed to automatically tune trade-off between accuracy and interpretability. With dotData, you can find the best model that meets your business requirements.
AI Deployment & Maintenance
dotData automates production-ready API end-point generation that supports only ML scoring but the entire pipeline including data preparation and feature engineering. Validate model accuracy automatically and retrain models based on real-world data using API-based integration. dotData makes deploying and maintaining your AI models faster and simpler than ever before.
White-Box AI
dotData makes your AI transparent and explainable. In addition to various model visualization, dotData automatically produces a “human-readable” explanation of each feature as well as a feature “blueprint” that visually outlines the detailed feature generation logic. In addition, dotData automatically discovers simplified forms of complex AI models with minimum accuracy sacrificed. With dotData, you can answer “why” to the AI-made decisions.
Enterprise-Ready
dotData Enterprise supports enterprise-ready management capabilities such as user management, process management, resource management as well as enterprise security, high availability, and scalability. The platform is deployable on premises, your private cloud or as dotData SaaS, based on your business needs.
Certified: AWS Competency
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.
Banking
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.
Healthcare
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.
Insurance
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
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.
Manufacturing
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.
Retail
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
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.