The AI Factory platform, consisting of MLOps, Big Data and AutoML components, was successfully implemented.
The AI Factory platform, consisting of MLOps, Big Data and AutoML components, was successfully implemented.
ABB wanted to industrialize the AI development process by integrating big data and MLOps technologies to accelerate data-driven decision making and minimize the human factor. ABB's most important goals were to be able to run data science processes in a fast, error-free, data volume-agnostic and scalable manner.
Although they could not use cloud-based platforms directly, they aimed to create a structure that suited their needs by taking inspiration from these platforms. Accordingly, they planned to utilize open source software to build the ABB AI Factory platform and manage this process successfully.
The solution process for ABB's needs began with the creation of the ABB AI Factory platform, which integrates more than 20 open source programs. The platform included a data lake infrastructure for storing and delivering data, a compute layer for processing data, a security layer for secure access, a governance layer for managing data relationships, and a data access layer for opening data to end users. In addition, an analytics lab was added to perform advanced analytical studies and develop analytical models, and an MLOps layer to present, track and analyze the results of these models.
Special plugins developed by Analythinx's expert staff enabled different technologies to work integrated. All technologies were deployed as cloud-based and ABB started to serve its internal customers through its own private cloud thanks to this platform.
While providing the financial advantages of open source software, this solution also played an important role in overcoming the difficulties encountered during the implementation and maintenance phases.
The success of the project was awarded by IDC and highlighted among more than 600 products from Europe, Africa and the Middle East. This award shows how successful the ABB AI Factory platform has been and how far ABB has come in digital transformation.
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