feat(docs): add ROADMAP of Kubeflow SDK (#44)

* feat(docs): add ROADMAP of Kubeflow SDK

Signed-off-by: kramaranya <[email protected]>

* feat(docs): add Model Registry to ROADMAP

Signed-off-by: kramaranya <[email protected]>

* feat(docs): add links to ROADMAP

Signed-off-by: kramaranya <[email protected]>

* Update ROADMAP.md

Co-authored-by: Andrey Velichkevich <[email protected]>
Signed-off-by: Anya Kramar <[email protected]>

* feat(docs): add Trainer SDK

Signed-off-by: kramaranya <[email protected]>

* feat(docs): add test coverage issues

Signed-off-by: kramaranya <[email protected]>

* feat(docs): add issues to ROADMAP.md

Signed-off-by: kramaranya <[email protected]>

* feat(docs): update ROADMAP.md

Signed-off-by: kramaranya <[email protected]>

* feat(docs): add issues to ROADMAP.md

Signed-off-by: kramaranya <[email protected]>

---------

Signed-off-by: kramaranya <[email protected]>
Signed-off-by: Anya Kramar <[email protected]>
Co-authored-by: Andrey Velichkevich <[email protected]>

Author: kramaranya

ROADMAP.md

@@ -0,0 +1,23 @@
+# Kubeflow SDK ROADMAP
+
+## 2025
+
+### Core SDK
+- Release Kubeflow SDK 0.1.0 to PyPI: https://github.com/kubeflow/sdk/issues/45
+- Include Kubeflow SDK into the KFP SDK: https://github.com/kubeflow/pipelines/issues/12027
+- Improve test coverage: https://github.com/kubeflow/sdk/issues/16, https://github.com/kubeflow/sdk/issues/18
+- Generate docs for Kubeflow SDK: https://github.com/kubeflow/sdk/issues/50
+
+### Trainer SDK
+- Migrate Trainer SDK: https://github.com/kubeflow/sdk/issues/1
+- Local Execution for Training Jobs: https://github.com/kubeflow/sdk/issues/22
+- Manage Kubeflow TrainJobs in a multi-cluster environment: https://github.com/kubeflow/sdk/issues/23
+- Snapshot users' workspace into distributed TrainJob workload: https://github.com/kubeflow/sdk/issues/48
+- Support distributed data cache configuration via initializer SDK: https://github.com/kubeflow/trainer/issues/2655
+- Support other built-in trainers besides TorchTune: https://github.com/kubeflow/trainer/issues/2752
+
+### Katib SDK
+- Integrate Katib SDK: https://github.com/kubeflow/sdk/issues/46
+
+### Model Registry SDK
+- Integrate Model Registry SDK