Add more AI/ML Training Examples

[andreyvelich]

As we discussed previously: #2021 (comment) we want to add more AI/ML examples to the Kubeflow Training Operator. Right now, most of our examples have very basic and simple CNN training for MNIST. Since Training Operator is capable to train large-scale ML models, we would like to contribute more AI/ML use-cases.

We can make these examples Data Scientists friendly and re-use our Python SDK within Jupyter Notebooks to simplify the user submission.
I like the example structure of HF Transformers, so I propose the following path: examples/<framework>/<ml-use-case>

We can start with these examples (feel free to add more ML use-cases in this issue):

• Language Modeling
• Image Classification
• Text Classification
• Audio Classification
• Question Answering
• Speech Recognition
• Text Generation

We should investigate how to configure our CI/CD to make sure that these examples are functional.

cc @kuizhiqing @johnugeorge @tenzen-y @kubeflow/wg-training-leads

/help
/good-first-issue
/area example

[google-oss-prow]

@andreyvelich:
This request has been marked as suitable for new contributors.

Please ensure the request meets the requirements listed here.

If this request no longer meets these requirements, the label can be removed
by commenting with the /remove-good-first-issue command.

In response to this:

As we discussed previously: #2021 (comment) we want to add more AI/ML examples to the Kubeflow Training Operator. Right now, most of our examples have very basic and simple CNN training for MNIST. Since Training Operator is capable to train large-scale ML models, we would like to contribute more AI/ML use-cases.

We can make these examples Data Scientists friendly and re-use our Python SDK within Jupyter Notebooks to simplify the user submission.
I like the example structure of HF Transformers, so I propose the following path: examples/<framework>/<ml-use-case>

We can start with these examples (feel free to add more ML use-cases in this issue):

• Language Modeling
• Image Classification
• Text Classification
• Audio Classification
• Question Answering
• Speech Recognition
• Text Generation

We should investigate how to configure our CI/CD to make sure that these examples are functional.

cc @kuizhiqing @johnugeorge @tenzen-y

/help
/good-first-issue
/area example

Instructions for interacting with me using PR comments are available here. If you have questions or suggestions related to my behavior, please file an issue against the kubernetes/test-infra repository.

[xr-dev-saurabh]

/assign

[StefanoFioravanzo]

@andreyvelich I love this. Few thoughts:

• Whenever we publish a new example, please reach out to me or Amber so that we can help turning it into either a short blog post or at least disseminate via social media.
• How do you define the actual use case for these topics?
• Are these examples supposed to be specific to the training operator or were you thinking of a wider applicability (serving, tuning, metadata, etc.)