ML Blog Post Series
Proposal
The Data Science section is running a 12-week blog post series detailing our efforts around AI/ML.
- Intention: Rapidly prototype and experiment with various ML features and UI integrations and openly discuss our progress on the GitLab blog weekly. We want to allow anyone at GitLab to rapidly prototype with ML without worrying about the models or dataOps/MLOps needs that come with mature feature development.
- Goal: Working demoable prototypes within the GitLab codebase to explore UI interactions and live data experimentation that we can share via gifs in blog posts and solicit customer feedback and possibly enable for customers to use with their own data. As we validate use cases and identify features that customers are excited about, we can explore productizing with our own models, models from partners, or allow customers to bring their own OpenAI keys.
View all the live blogs here: https://about.gitlab.com/blog/categories/ai-ml/
Blog Metrics https://app.periscopedata.com/app/gitlab/925951/ModelOps?widget=16581534&udv=0
Blog Schedule
Dates are subject to change, we may shift posts around as needed
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# |
Date | Anticipated Blog | Notes |
|---|---|---|---|
| 20 | 2023-07-06 | ||
| 19 | 2023-06-29 | ||
| 18 | 2023-06-22 | ||
| 17 | 2023-06-15 |
Code Suggestions for SM
|
|
| 16 | 2023-06-08 |
Training and Deploying AI models with Vertex AI: https://youtu.be/p7GTsbSQWF4 |
|
| 15 | 2023-06-01 | Code Suggestions IDE support blog | |
| 14 | 2023-05-25 |
Code Suggestions blog: How can code suggestions accelerate the developer experience daily. |
|
|
13
|
2023-05-18 |
ML Experiment Overview: Summarize my merge request review
|
|
| 12 | 2023-05-16 |
Code Suggestions available to all GitLab tiers while in Beta |
|
| 11 | 2023-05-11 |
@eduardobonet published !123696 (merged) |
|
| 10 | 2023-05-04 |
@sarahwaldner published !123077 (merged) |
|
| 9 | 2023-05-03 |
@tmccaslin published !124002 (merged) |
|
| 8 | 2023-05-02 |
ML Experiment Blog: Explain this vulnerability * Supports this PR about Google AI partnership |
@abellucci published !123007 (merged) |
| 7 | 2023-04-27 |
@phikai published !123364 (merged) |
|
| 6 | 2023-04-20 |
@phikai published !122809 (merged) |
|
| 5 | 2023-04-13 |
@tmccaslin published !122704 (merged) |
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| 4 | 2023-04-06 |
Published !122526 (merged) |
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| 3 | 2023-03-30 |
@tmccaslin Published !121877 (merged) |
|
| 2 | 2023-03-23 |
Published @nkhalwadekar !121876 (merged) |
|
| 1 | 2023-03-16 |
Published @tmccaslin !121474 (merged) |
Delayed Content
ML Experiment Overview: CodeReview.GPT
Drafted: !122165 @nick_vh https://gitlab.slack.com/archives/C3MAZRM8W/p1680000922908579
How We Built Suggested Reviewers GA
@mray2020
Designing for ML/AI
@katiemacoy
Code Suggestions Open Beta Blog
How To use GPU Runners (Self Managed, SaaSI) Draft placeholder:
Pending alignment with PR announcementHow to work with LLMs in GitLab @mray2020
ML Experiment Blog Format
In an effort to standardize the experiment blogs, we'd like to follow a similar format walking through the experiments:
-
blog series intro and front matter
---title: "ML experiment: TITLE"author:YOUR NAMEauthor_gitlab:GITLAB_HANDLEauthor_twitter:TWITTER_HANDLEcategories: ai-mlposttype: producttags: DevSecOps, product, features, AI/MLdescription: "Learn how GitLab is experimenting with INSERT TITLE in this latest installment of our ongoing 'AI/ML in DevSecOps' series."image_title: /images/blogimages/gitlab-data-science-icon.pngfeatured: yestwitter_text: "TWITTER TEXT"---<i>This blog post is the latest in an ongoing series about GitLab's journey to[build and integrate AI/ML into our DevSecOps platform](/blog/2023/04/24/ai-ml-in-devsecops-series/). Start with the first blog post:[What the ML is up with DevSecOps and AI?](/blog/2023/03/16/what-the-ml-ai/). Throughout the series, we'll feature blogs from our product, engineering, and UX teams to showcase how we're infusing AI/ML into GitLab.</i> -
introduce the problem space - focus on customer problem
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connect to AI - how will AI help solve this
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prototype explanation - introduce the author and the product group of gitlab and explain the prototype
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screenshot/video - ideally include an animated gif of the feature, optionally link to a full video. Gifs make it easier to see the feature rather than watching a video.
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Next steps - what are we going to do with this? + Join the waitlist + legal disclaimer
_This experiment is just the start of the ways we're infusing GitLab with AI/ML capabilities to help GitLab users become more efficient and effective at their jobs. We are looking across the software development lifecycle for painful and time-consuming tasks that are ideal for AI-assisted features. We'll continue to share these demos throughout this blog series._
Interested in using these AI-generated features? [Join our waitlist](https://forms.gle/9eeUkPJauKsbLaoz5) and share your ideas.
Continue reading our "[AI/ML in DevSecOps](https://about.gitlab.com/blog/2023/04/24/ai-ml-in-devsecops-series/)" series.
_Disclaimer: This blog contains information related to upcoming products, features, and functionality. It is important to note that the information in this blog post is for informational purposes only. Please do not rely on this information for purchasing or planning purposes. As with all projects, the items mentioned in this blog and linked pages are subject to change or delay. The development, release, and timing of any products, features, or functionality remain at the sole discretion of GitLab._