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Deep View Enterprise

Deep View Enterprise (DVE) is a multi stack platform for performing various Machine learning operations (MLOps). MLOps bundles standard workflows needed to train and deploy models. Furthermore, Deep View Enterprise ensures a seamless system for managing, tracking, and monitoring the lifecycle of the user's experiments. Lastly, Deep View Enterprise provides a set of workflows to automate data collection and curation, and model training, validation, and inference.

There are several workflows that define Deep View Enterprise's Machine Learning Operations:

  1. Dataset Collection
  2. Automatic Ground Truth Generation (AGTG)
  3. Dataset Curation
  4. Model Training
    • Fusion Training
    • ModelPack Training
  5. Model Validation
    • Fusion Validation
    • ModelPack Validation
  6. Model Inference

Note: Please see the links attached for further details regarding the individual workflows.