Determined Enterprise

Secure, cost-efficient, collaboration across deep learning teams at enterprise scale.
Enterprise-Ready Security

Enterprise-Ready
Security

Scalable Deep Learning for Teams

Scalable Deep
Learning for Teams

Smart GPU Cost Management

Smart GPU Cost
Management

Determined Enterprise is a full-featured deep learning training platform for teams that want to collaborate and train models at enterprise scale.

On top of the world-class capabilities of the Determined open-source deep learning training platform, Determined Enterprise includes advanced security features as well as premium support, provided by our team of ML and distributed systems experts.

Compare Our Offerings

Feature Open Source Enterprise
Distributed Training
Seamless, High-Performance Distributed Training Yes Yes
Model Optimization
Easy-to-use, State-of-the-Art Hyperparameter Tuning Yes Yes
Neural Architecture Search Yes Yes
Metadata Management
Automated Experiment Tracking Yes Yes
Intuitive & Actionable Dashboards Yes Yes
Model Registry Yes Yes
Built-In Model Reproducibility Yes Yes
Additional Workloads
Notebooks Yes Yes
TensorBoards Yes Yes
GPU-backed Interactive Shells & Batch Commands Yes Yes
Deep Learning-Aware Optimizations
Built-In Fault Tolerance Yes Yes
Checkpoint Management Yes Yes
Weighted Fair-Share Scheduling Yes Yes
Priority Scheduling with Preemption Yes Yes
Cluster Resource Management
On-Prem: Bare-metal or IaaS (Openstack/VMware) Yes Yes
Cloud Yes Yes
AWS Yes Yes
GCP Yes Yes
Azure Yes Yes
Kubernetes Yes Yes
On-Prem Yes Yes
AWS Elastic Kubernetes Service (EKS) Yes Yes
Google Kubernetes Engine (GKE) Yes Yes
Azure Kubernetes Service (AKS) Yes Yes
NVIDIA GPUs Yes Yes
Google TPUs No Yes
GPU Cost Management
Seamless Spot Instance Utilization Yes Yes
Utilization Reporting Yes Yes
Quotas No Yes
Collaboration
User Accounts Yes Yes
User Groups No Yes
Role-Based Access Control No Yes
Security
TLS Encryption Yes Yes
Single Sign-On (e.g., Okta)
SAML Authentication No Yes
OpenID Connect No Yes
Automated User Provisioning & Deprovisioning
SCIM No Yes
Enterprise Authentication
Active Directory No Yes
LDAP No Yes
Kerberos No Yes
Support
Best-Effort Slack & Mailing List Support Yes Yes
Dedicated, Premium Technical Support No Yes

Determined Product Roadmap

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