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:
- Dataset Collection
- Automatic Ground Truth Generation (AGTG)
- Dataset Curation
- Model Training
- Fusion Training
- ModelPack Training
- Model Validation
- Fusion Validation
- ModelPack Validation
- Model Inference
Note: Please see the links attached for further details regarding the individual workflows.