Users can now visualise their machine learning (ML) modelling workflows and leverage advanced capabilities to develop edge device models.
The latest release of the development platform for AI/ML on edge devices includes the roll-out of a major user experience upgrade. The Graph UX interface brings greater ease and clarity to the ML modelling process while offering advanced new capabilities such as built-in data collection and real-time model evaluation for Infineon hardware.
“What we’ve done here is represent ML projects in a way that makes more sense to users and gives them more freedom to operate,” said Alexander Samuelsson, CTO of Imagimob. “Compared to our previous workflow which was more top-down with a fixed pipeline, visualising the entire workflow as a graph allows for a better overview of your process while unlocking the possibility to combine and test things in new and different ways – and ultimately build better models and accelerate time to market. Moving over to the Graph UX and its capable ML backend is a big change for us and our users. We are taking a holistic approach to ML modelling which, in our industry, is unique.”
The Graph UX allows ML engineering teams to gain a complete visual overview of their modelling canvas, with the ability to zoom in and out and work at different levels of complexity.
In addition to making it easier to work more efficiently as a team, Graph UX makes ML modelling projects more accessible to team members with varying skill sets and experience levels thanks to the ability to work at different levels of complexity and abstraction all in the same workspace.
Imagimob Studio’s Graph UX update brings a collection of new capabilities to the ML design process. These include:
- Built-in data collection
- Real-time model evaluation
- Ability to evaluate and run multiple models in parallel or in sequence
- Post-processing of model outputs.
Support for Infineon boards is now available right out of the box, and support for more hardware will be added soon. Users can also integrate their own hardware.
In addition, Graph UX supplies a foundation for cutting-edge industry developments such as advanced models and hardware with multiple accelerators and processing units.
Imagimob Studio’s Graph UX update is now live and available to new users who download Imagimob Studio - the update is automatic for existing users.
The first release of Graph UX covers data collection, evaluation, and code generation. In future releases, the entire end-to-end ML modelling process, including data management, data cleaning, augmentation, and training, will be available in the same unified workflow.
