Discover hidden insights and supercharge your ML models with dotData Feature Factory on Azure ML
SAN MATEO, Calif., April 18, 2022 – dotData, a pioneer of feature discovery platforms, is thrilled to announce that its award-winning Feature Factory platform is now fully integrated with and available on Microsoft Azure Machine Learning (Azure ML). This integration allows Microsoft Azure users to jump-start their feature discovery, enable data-centric and programmatic feature engineering, transform their data and domain “know-how” into reusable feature discovery assets, and produce production-ready feature pipelines in seconds.
Ryohei Fujimaki, Ph.D., CEO of dotData, Inc., shares the company’s enthusiasm for expanding its support of the Microsoft Azure ecosystem: “Our latest integration amplifies our commitment to serving the Microsoft Azure community and strengthens our support for the Microsoft ecosystem.”
dotData’s Feature Factory incorporates seamlessly inside Azure ML Studio and empowers users to investigate millions of features from diverse data types, including relational, transactional, temporal, geo-locational, and text data. Data science teams can now harness multi-relational tables containing billions of records to automatically discover new feature spaces and identify new and unique feature discovery paths to jump-start feature discovery from day one, eliminating the constraints associated with exploring large enterprise data sets with limited time and resources. .
Experience the remarkable benefits of dotData’s Feature Factory integration with Microsoft Azure ML:
- Jump-Start Feature Discovery and discover key signals from day one by leveraging dotData’s ability to auto-generate feature hypotheses from enterprise relational data.
- Enable Data-Centric and Programmatic Feature Engineering that allows data science teams to explore 100X broader feature hypotheses and to inductively reinforce their data and domain knowledge.
- Accumulate Reusable Feature Discovery Assets inside dotData’s Analytic Database that accelerates and standardizes feature discovery practices across the organization.
- Create Production-Ready Feature Pipelines in seconds and turn the jumble of notebooks into transparent, readable, maintainable, and easily scalable feature pipelines.
Ryohei Fujimaki, Ph.D., founder and CEO of dotData, emphasized the importance of feature discovery for developing better ML models: “Combining dotData’s Feature Factory with Microsoft Azure ML’s advanced capabilities empowers data scientists to deliver higher-quality models at an accelerated pace. We are incredibly excited to collaborate with Microsoft users in building superior ML applications.”
dotData Feature Factory is a feature discovery platform for data scientists that revolutionizes feature discovery and engineering. Feature Factory helps data scientists transform the most labor-intensive aspect of AI and ML projects. Its innovative AI technology uncovers hidden features by analyzing complex relationships within vast enterprise data sets, eliminating the need for laborious manual trial-and-error processes. Dr. Fujimaki explains, “Data science has always been a highly iterative and experimental process. Feature Factory enables teams to explore millions of features, quickly identify the most valuable ones, and evaluate them for their models—shortening the experimentation process from months to mere days.”
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About dotData
dotData's pioneering automated feature discovery and engineering platform addresses the most complex challenge of AI/ML projects. Our Feature Factory technology uncovers hidden gems, providing transparent, explainable features by connecting the dots within large-scale data sets in hours, eliminating human bias. It allows data scientists to explore up to 100X more features, including those yet to be imagined, and augments AI/ML projects in an agile manner, delivering business value faster. In an era of rapid change, insights discovered through AI can be a game-changer for business growth and innovation across industries. The power of dotData’s platform to provide game-changing insights is why Fortune 500 organizations worldwide trust dotData.
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