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Determined AI Documentation
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version 0.17.2
  • Tutorials
    • Porting Tutorial
    • PyTorch MNIST Tutorial
    • Quick Start Guide
    • TensorFlow Keras Fashion MNIST Tutorial
  • Features
    • Determined Task Configuration
    • Commands and Shells
    • Configuration Templates
    • Elastic Infrastructure
    • Experiments
    • Notebooks
    • Resource Pools
    • Scheduling
    • System Architecture
    • TensorBoards
    • Terminology and Concepts
    • YAML
  • Interact with Cluster
    • Python API determined.experimental.client
    • Command-line Interface (CLI)
    • REST APIs
  • Prepare Environment
    • Custom Environment
    • Custom Pod Specs
  • Prepare Data
    • Data Layer
  • Training: Implement Training APIs
    • Python API determined
    • Python API determined.estimator
    • Python API determined.keras
    • Python API determined.pytorch
    • Python API determined.pytorch.lightning
    • Python API determined.pytorch.samplers
    • Python API determined.TrialContext
    • Best Practices for Model Definitions
    • Examples
    • Experiment Configuration
    • FAQ
    • Save Checkpoints
    • Training Units
    • Trial API
  • Training: Debug
    • How To Profile An Experiment
  • Training: Distributed Training
    • Effective Distributed Training
  • Training: Hyperparameter Tuning
    • Hyperparameter Search: Adaptive (Asynchronous)
    • Hyperparameter Search Constraints
    • Hyperparameter Search: Grid
    • Hyperparameter Search: Population-based training
    • Hyperparameter Search: Random
    • Hyperparameter Search: Single
    • Hyperparameter Tuning Defined
  • Training: Reproducibility
  • Post Training
    • Organizing Models in the Model Registry
    • Using Checkpoints
  • Model Hub
    • Model Hub Transformers
      • Tutorial
      • Examples
      • API
    • Model Hub MMDetection
      • API
  • SysAdmin: Basics
    • Cluster Configuration
    • Elasticsearch-backed logging
    • Historical Cluster Usage Data
    • Network Requirements
    • OAuth 2.0 (Enterprise Edition)
    • SAML Integration (Enterprise Edition)
    • SCIM Integration (Enterprise Edition)
    • Transport Layer Security
    • Upgrades
    • Troubleshooting Tips
    • Users
  • SysAdmin: Deploy on AWS
    • AWS Spot Instances
    • Dynamic Agents on AWS
    • Install Determined on AWS
  • SysAdmin: Deploy on GCP
    • Dynamic Agents on GCP
    • Install Determined on GCP
  • SysAdmin: Deploy on Prem
    • Install Determined Using det deploy
    • Install Determined Using Docker
    • Install Determined Using Linux Packages
    • Installation Requirements
  • SysAdmin: Deploy on Kubernetes
    • Helm Chart Configuration
    • Install Determined on Kubernetes
    • Determined on K8s Development Guide
    • Setting up an Azure Kubernetes Service (AKS) Cluster
    • Managing an AKS Cluster
    • Setting up an AWS Kubernetes (EKS) Cluster
    • Managing an EKS Cluster
    • Setting up a Google Kubernetes Engine (GKE) Cluster
    • Managing a GKE Cluster
  • Ecosystem Integration
  • Open Source Licenses
  • Release Notes
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