Name | Link | Demo | Deployment | Cloud supported | Feature definitions | Automated transforms | Sharing and discovery | Monitoring | Security | More info |
|---|---|---|---|---|---|---|---|---|---|---|
Tecton | www.tecton.ai | https://www.youtube.com/watch?v=u_L_V2HQ_nQ | Fully managed cloud service | AWS | Available | Available | Feature versioningdependency management | mlops.community | ||
Feast | feast.dev | https://www.youtube.com/watch?v=vMreZGyYrh8&feature=emb_imp_woyt | Open-source | AWSGCPAzureOn-prem | Not available | Not available | Feature versioning | Not available | Data remains in end-user's cloud accountSSOData encryption at rest | mlops.community |
Hopsworks | www.hopsworks.ai | https://youtu.be/kadNWkT4gGM | Open-sourceFully managed cloud service | AWSAzureGCPOn-prem | Available | Available | Feature versioningdependency managementWeb UI | Available | Data remains in end-user's cloud accountSSOData encryption at restACL & RBAC | |
Iguazio | www.iguazio.com | https://youtu.be/BzQQ1X4LgcQ | Open-sourceFully managed cloud serviceSelf-managed commercial | AWSGCPAzureOn-prem | Available | Available | Feature versioningWeb UIdependency management | Available | Data remains in end-user's cloud accountACL & RBAC | mlops.community |
Kascada | kaskada.com | N/A | ||||||||
Molecula | www.molecula.com | |||||||||
RasgoML | www.rasgoml.com | https://youtu.be/CqjdZLjfg4w | Open-sourceFully managed cloud service | AWSGCPAzureOn-prem | Available | Not available | Feature versioningdependency managementWeb UI | Available | Data remains in end-user's cloud account | mlops.community |
Continual | continual.ai | |||||||||
Scribble data | www.scribbledata.io | https://youtu.be/hdV-InVETxE | Self-managed commercialFully managed cloud service | AWSGCPOn-prem | Available | Available | Feature versioningdependency managementWeb UI | Available | Data remains in end-user's cloud accountACL & RBACSSOData encryption at rest | mlops.community |
Databricks | mlops.community | |||||||||
AWS | Fully managed cloud service | mlops.community | ||||||||
Bytehub | www.bytehub.ai | https://youtu.be/ucAlzaJoqeU | Open-sourceFully managed cloud service |