Wingenium Services
We offer 3 classes of service - Ingenuity, Engineering and Productization. Each class helps you in driving intelligible data productization with the help of 9 carefully chosen pathways framed under The Ingenuity Framework.
Ingenuity Framework is a graph whose nodes represent our services and whose edges represent the pathways for value generation.
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Ingenuity
Ingenuity is a class of service that focuses on Explainability and Entropy reduction in high-dimensional data (often typically found in most real-life scenarios, including simple day to day transactions such as grocery sales in a big retail supermarket). Uncertainty (and therefore high-entropy) is inherent in business and operational data when seeking forecasts and predictions. Ingenuity framework provides distinct pathways for mapping uncertainty through deep explainability of data with multidimensional correlations and closed-loop causality analysis. The emphasis here is on studying the high-dimensional point cloud topology and discovering features of high significance. Besides uncertainty, Ingenuity provides a pathway for innovations to productize their intelligence potential for value-based offerings.
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Engineering
Wingenium = Engineering with Ingenuity. Engineering is our core class of service as we take our ingenuity building real-life ML algorithms through breaking open Topology point-cloud models and engineering hidden clusters with anomalies/outliers/aberration analysis using Homology and Mapper TDA projection techniques. We pride on sorrounding our Ingenuity and Productization models with the our Algorithmic and Model engineering pathway services. Broadly called Topology sciences, we offer Topology Engineering that concretizes Explainability through ensemble methods and algorithmizes the outcomes.
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Productization
Topology drives our efforts in standardizing patterns and trends we discover and mine. Wingenium professionalizes the applications of data engineering techniques on top of Feature Engineering and Data Integration to provide a robust pathway for Product development and automation. This class of service goes on to endure the product lifecycle through sustained period of operations and integration into the business chain of operations.
Ingenuity Framework was conceived with an intention of dealing with 'Uncertainty' in real-world data. Dealing with uncertainty is inherent in data, whether its time-series or structured tabular data or just a set of unstructured documents. Ingenuity provides a set of approaches and techniques to peel the layers of uncertainty.
Wingenium's Ingenuity Framework is a cornerstone of our data productization platform, emphasizing a unique approach to handling and analyzing complex, high-dimensional data. This framework comprises three core constructs: Ingenuity, Engineering, and Productization, each interconnected and vital to the process of transforming data into actionable insights and products.
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Ingenuity
This aspect of the framework represents the innovative application of technology and methods to uncover hidden patterns and causal relationships in complex data. It involves the use of proprietary machine learning algorithms and Topological Data Analysis (TDA). This approach allows for the analysis of unstructured and unlabeled data from diverse sources like stock markets, social media, IoT sensors, and more. The key benefits of Ingenuity include pre-ML/AI pipeline data explainability, user-friendliness for those without deep machine learning knowledge, big data support, and state-of-the-art data segmentation techniques.
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Engineering
This facet focuses on the technical implementation and development of solutions. It involves precision data engineering principles to ensure high-quality, efficient, and reliable systems. The engineering process includes data collection, cleaning, integration, and the creation of models that can generate insights from data. Engineering at Wingenium emphasizes scalability, robustness,and the ability to adapt and integrate with various technologies/environments.
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Productization
The final construct is about transforming the insights gained from data analysis into marketable products and services. The ultimate goal of the Ingenuity Framework is to transcend the theoretical realm and bring innovations to life. Productization is the process by which ingenuity and engineering culminate in the creation of tangible, market-ready solutions. In dealing with uncertainty, productization involves turning data-driven insights into products that address real-world challenges. It is the phase where prototypes become robust tools, algorithms become scalable applications, and the transformative potential of data is harnessed for practical use.
This involves creating data products that are standardized, scalable, and easily integrated into different platorms and systems. The productization process at Wingenium ensures that the data products are not only technically sound but also commercially viable and tailored to meet the needs of the marketor specific clients.
Each component of the Ingenuity Framework is interlinked, ensuring that the data's journey from raw, unstructured information to a polished, market-ready product is seamless and effective. This unique approach allows Wingenium to offer solutions that are not only technically advanced but also highly practical and market-relevant.
The Ingenuity Framework stands as a testament to the acknowledgment that uncertainty in data is not a hindrance but an invitation to innovate. It celebrates the human capacity for creative thinking, the precision of engineering principles, and the practicality of turning ideas into reality. In the times we are living where data is inherently uncertain, the Ingenuity Framework provides a structured yet flexible approach to not just cope with uncertainty but to thrive on it, unveiling opportunities and solutions that go beyond conventional boundaries.
Would you like more information?
If you want to more information about this subject please get in touch with our Topology expert, who would be pleased to hear from you.
Invoke Ingenuity Data Topology Specialist
Ingenuity Framework is designed and maintained by our Data Topology team who are backed by our R&D on TDA sciences.
