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espresso-series's Issues

Logos/Intro slides

High-level Goals
As a watcher of the Espresso Series, I want the videos to be recognizable via some sort of title slide/branding.

Describe the solution you'd like
Using the Operate First logo, I would like some sort of intro (animated or not) to distinguish this series from other videos on the YouTube channel.

No dependency management found

No dependency management found for this repository. If you want to keep your dependencies managed, please submit Pipfile or requirements.in or requirements-dev.in file.

To generate a Pipfile, use:

$ pipenv install --skip-lock --code ./
$ git add Pipfile
$ git commit -m 'Add Pipfile for dependency management'

Make sure your Pipfile or requirements.in or requirements-dev.in is placed in the root of your Git repository.

Episode 8: Monitoring Jupyterhub notebooks

Title
Monitoring Jupyterhub notebooks

User Story
As a data scientist, I want to know how I can monitor my jupyter hub notebooks running on Operate First cluster. If I run a machine learning workload in a local environment, I use tools like htop to monitor memory, cpu, and disk usage. If I work on the cluster, I want to know how I can monitor it so that I can debug my notebook.

Teaser
So we have all the tools to develop a data science notebook, but what happens when different personas work together on a single project?

Release Date
TBD

Script URL

No dependency management found

No dependency management found for this repository. If you want to keep your dependencies managed, please submit Pipfile or requirements.in or requirements-dev.in file.

To generate a Pipfile, use:

$ pipenv install --skip-lock --code ./
$ git add Pipfile
$ git commit -m 'Add Pipfile for dependency management'

Make sure your Pipfile or requirements.in or requirements-dev.in is placed in the root of your Git repository.

Promote Espresso Videos via Twitter

Organization for finishing out season 1!

Submit a tweet PR to https://github.com/operate-first/operate-first-twitter/tree/main/tweets to promote the following videos:

  • S01E01: Cloud Native Data Science
  • S01E02: Deploy Jupyter in Operate First
  • S01E03: Manage notebook dependencies
  • S01E04: Git for Data Scientists (initializing a repo)
  • S01E05: Git for Data Scientists (collaboration)
  • S01E06: Content images
  • S01E07: Elyra pipelines
  • S01E08: Troubleshooting with Grafana
  • S01E09: Reviewing a PR
  • S01E10: Season Finale

Episode 10: four Personae to work on one app

Title
four Personae to work on one app

User Story
As a Data Scientist, I depend on work done by the Data Engineer, and I depend on work done by the MLDevOps Eng and I depend on work done by the AI DevSecOps Bots, so that I get my model into production

What are the Personae we talk about?
How do they interact with each other, what is their responsibility?
Can we describe interfaces between the three?

...

Teaser
In the next episode...

Release Date
Add target date for the release

Script URL:
Add link to the script to be reviewed

References
https://docs.google.com/document/d/1h3DRZvfaethUMls0svvovRvbRkO2QfoKtvh7ul1-81A/edit
https://docs.google.com/presentation/d/1XvdawGMIz68GXF7wKCBfIVZ2SBkdqy3bkIPNkkYIfMg/edit#slide=id.gdb4b126888_0_4

No dependency management found for the ubi8 environment

No dependency management found for the ubi8 environment. If you want
to keep your dependencies managed, please submit Pipfile or requirements.in or requirements-dev.in file.

To generate a Pipfile, use:

$ pipenv install --skip-lock --code ./
$ git add Pipfile
$ git commit -m 'Add Pipfile for dependency management'

Make sure your Pipfile or requirements.in or requirements-dev.in is placed in the root of your Git repository.

/kind feature
/priority important-soon

Episode 6: Tag release Content Image for the the experiment

Title
Tag release Content Image for the the experiment

Description
Tag release Content Image for the the experiment, motivating the use of content images for reusable
experiments. teaser: next video you will see what happends when a tag release is created.

Release Date

Script URL
https://docs.google.com/document/d/1HCsAz-a2xtPN90OEJS5i32gKD730darxj5tKh6VX2Lk/edit#heading=h.1vu4q9868nj4

User Story
As maintainer of an experiment,

I want to make sure new useful contributions are part of the experiment so everyone in the community can benefit of these changes directly on Operate First environment.

Motivation: Why do we need content images? And what is it?

Title
Motivation: Why do we need content images? And what is it?

User Story
As Data Scientist,
I want to create a content image,
so that I can share the current state of an experiment with my colleagues

...

Teaser
In the next episode...

Release Date
TBD

Script URL:
TBD

/triage needs-information

Episode 5: Tools for Data Science Collaboration

Title
Tools for Data Science Collaboration

User Story
As a Data Scientist, I want to know how to use git and jupyter lab to collaborate with team members and contribute to upstream repositories.
...

Teaser
In the next video, Francesco will show you how, with the power of Thoth, we can propagate these changes into a shareable, reproducible and interactive content image.

Release Date
TBD

Script URL:
Script URL

Episode 7: Train a model in Elyra, the pipelines!

Title
Creating Elyra Pipeline on ODH

User Story
As a Data Scientist, I want to create an AI Pipeline, so that data gets ingested, a model trained and the model persisted into the Git repo.

Teaser
what if I modify a step of the pipeline and add a new dependency?

No dependency management found

No dependency management found for this repository. If you want to keep your dependencies managed, please submit Pipfile or requirements.in or requirements-dev.in file.

To generate a Pipfile, use:

$ pipenv install --skip-lock --code ./
$ git add Pipfile
$ git commit -m 'Add Pipfile for dependency management'

Make sure your Pipfile or requirements.in or requirements-dev.in is placed in the root of your Git repository.

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