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Enhancing the Dell Validated Design for Computer Vision with BOSS AI on Tanzu Kubernetes Grid
Introduction Solution overview
Solution overview
Background
Intent
Benefits
Design principles
Partner overview Solution architecture Conclusion

Benefits

Home > Workload Solutions > Computer Vision > White Papers > Enhancing the Dell Validated Design for Computer Vision with BOSS AI on Tanzu Kubernetes Grid > Benefits

Benefits

  • Many organizations rely on pretrained models from ISVs to generate operational insights and real-time alerts from computer vision and AI software. However, other applications of machine learning that are specific to unique use cases are often needed. Meeting these needs requires a combination of an easy-to-manage, GPU-enabled hardware platform coupled with a full-feature MLOps platform. The Dell Validated Design for Computer Vision platform leverages a VxRail HCI cluster with VMware virtualization for both VMs with VMware vSphere and containers with TKG. The VMware platform and tools are familiar to many IT professionals worldwide and provide a cost-effective common platform for adding containerized applications into new and existing environments. The BOSS AI data science framework provides a full set of data science product development and management features that will increase the productivity of any machine learning team efforts to develop new ML/AI applications.

    The solution provides two important classes of benefits:

    • Infrastructure simplification capabilities
    • Data science toolset hosting capabilities

    Infrastructures

    The benefits of the platform are:

    • Many CV vendors are adding container-based application offerings that benefit from a standard -based environment for hosting.
    • The ability to perform any container-based workloads alongside CV workloads hosted with VMware virtual machines simplifies the management of complex systems.
    • Hosting containerized CV workloads that require GPUs using a previously validated TKG solution on the VxRail platform if supported by the developer
    • Supporting multiple isolated clusters with TKG to allow running any container-based workload alongside a suite of CV applications on a single platform.

    Data science capabilities

    The BOSS AI ecosystem provides the following benefits:

    • Running the BOSS AI application alongside the VMS and CV systems allows access to data without leaving the cluster. This ensures data is not transferred to a remote location to perform analysis and avoids compliance issues due to conflicts with the many types of sensitive data requirements and certifications, including:
      • HIPAA
      • PCI-DSS/PHI/ PII
      • SOX
      • HITRUST HIGH
      • ICD 503 (classified data)
      • GDPR[MC1] /CCPA/CCA/LGPD/ POPI
      • SOC 2, ISO27001
    • An AI model can be trained with a "No code" interface that lowers the barrier to entry for a team. Full customization is also supported for advanced users.