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Secure access definitions for connecting compute workloads to external data stores, git providers, and registries.
Distinct from Connectivity Configuration: Closest candidates focus on database sync or network-level stability, not secure access points for ML assets.
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Polyaxon is a Kubernetes-native machine learning orchestration platform and MLOps pipeline orchestrator. It serves as a control plane for managing distributed deep learning workloads, automated machine learning pipelines, and experiment tracking. The platform distinguishes itself through specialized services for distributed training management, including MPI-based coordination for PyTorch and TensorFlow. It provides an automated hyperparameter optimization service utilizing Bayesian, random, and grid search algorithms, alongside managed interactive AI workspaces for launching Jupyter notebook
Defines secure access points to store and retrieve code, models, datasets, and logs.