A common challenge is how to discover the unlocked potential of a company’s enterprise data. A frequent question being “We have all this data. How do we find out if we can extract any business value from it?” With traditional supervised machine learning deployments, companies must already have a clearly defined problem, a thorough understanding of the available data, and significant outcome history or labels. In the real world, data is often messy, incomplete, not well understood, and rarely readily digestible by supervised machine learning algorithms. Symphony AyasdiAI’s state-of-the-art and market-leading capabilities in unsupervised learning help companies discover the potential and value of high-dimensional, heterogeneous data. Symphony AyasdiAI’s unsupervised learning capabilities overcome the limitations of supervised machine learning with its ability to provide new insights to the enterprise from unlabeled, noisy real-world data.

Symphony AyasdiAI is the only enterprise AI company that offers sophisticated capabilities in topological data analysis (TDA) as part of a suite of products that include both bleeding edge supervised and unsupervised machine learning. Unlike open-source solutions, Symphony AyasdiAI’s TDA modeling features are enterprise-grade, performant, and scalable to enable companies to discover and capitalize on new possibilities with their data. TDA provides a framework to analyze and discover the unknown in high-dimensional, incomplete, and noisy data in both a supervised and unsupervised manner. Companies can then operationalize these newly discovered insights into business applications on Symphony AyasdiAI’s platform that fully capitalize on their value.

While the Symphony AyasdiAI platform uniquely excels in enterprise-grade unsupervised learning algorithms and TDA, it also has an extensive offering of supervised machine learning and statistical analysis product features. This unique value proposition is the platform’s ability to seamlessly combine unsupervised learning methods with supervised machine learning and statistical analysis methods to significantly amplify predictive power. Symphony AyasdiAI’s intuitive Python SDK allows for smooth integration and adoption with existing data science tooling to allow your data science teams to continue using the tools they know and love.

The mathematical discipline of topology is the study of the shape of data. TDA is the adaptation of this discipline to analyze highly complex data, drawing on the philosophy that all data has an underlying shape, and that shape has meaning. With 37 patents, our approach to TDA draws on a broad range of machine learning, statistical, and geometric algorithms, synthesizing them according to the data set. TDA reduces the possibility of missing critical insights by reducing the dependency on machine learning experts choosing the right algorithms. The platform uses a unique combination of supervised and unsupervised machine learning techniques as input to find subtle patterns and insights, finding even the weakest signals in data, no matter where they are. Such weak signals are often key indicators of competitive opportunity, risk, and malignancy within the operating model.

Traditional BI, current machine learning, and all applications demand rigid data management components in development and deployment, often taking up over 80% of the project time and cost. With Symphony AyasdiAI, the operational data model is “discovered” –as a real reflection of the truth within your data–not some abstract data model imposed. As part of the deployment, you’ll find what your data has to tell you, and how your company is really operating. The result? True, real data mapping, a data model that reflects exactly your firm’s operating, market, customer environment, and a time to value discovery at a fraction of the time and cost of anything else.

Symphony AysadiAI holds over 30 AI patents that provide a technical edge compared to other platforms heavily dependent on open source solutions. The superior Symphony AyasdiAI approach to AI was developed over a decade of research in collaboration with the top US and European universities. The Symphony AysadiAI platform allows customers to use patented technology to vastly improve performance, speed-up development, and most importantly, provide transparency and explainability in their AI deployments.