Roadmap
mlinfra comes with the promise of deployment of MLOps stacks across all popular and available cloud providers. For each cloud provider, mlinfra aims to cover the following deployments (if ofcourse the deployment type is supported by the cloud provider):
Deployment Environments
As already mentioned, mlinfra is currently under active development. There is a two way relationship between cloud and mlops tools with deployments which can be depicted via: MLOps-Tools Deployment Type Cloud Providers
We use the following statuses to denote the availability of deployments across Cloud providers and MLOps toolings.
| Status | Meaning |
|---|---|
| No deployment type is available yet | |
| IaaS deployment is available | |
| PaaS deployment is available | |
| Both, IaaS and PaaS deployments are available |
Cloud Platforms
| Cloud | Deployment Type Available |
|---|---|
| AWS | |
| GCP | |
| Azure | |
| Digital Ocean Cloud | |
| IBM Cloud | |
| Alibaba Cloud | |
| Oracle Cloud | |
| Hetzner Cloud |
Local
Local deployment is only possible on local k8s platforms
| Local | Deployment Type Available |
|---|---|
| K3S | |
| kind |
MLOps Stacks
Data Versioning
The details on the rest of the roadmap would be shared soon!g