post-modern-stack
Joining the modern data stack with the modern ML stack (by jacopotagliabue)
you-dont-need-a-bigger-boat
An end-to-end implementation of intent prediction with Metaflow and other cool tools (by jacopotagliabue)
| post-modern-stack | you-dont-need-a-bigger-boat | |
|---|---|---|
| 2 | 5 | |
| 181 | 822 | |
| - | - | |
| 2.2 | 3.0 | |
| 12 months ago | 11 months ago | |
| Python | Python | |
| MIT License | MIT License |
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
post-modern-stack
Posts with mentions or reviews of post-modern-stack.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2023-06-24.
-
[Advice] MLOps Course recommendations
End-to-end stuff, full-fledge stacks: https://github.com/jacopotagliabue/post-modern-stack
-
Small to Reasonable Scale MLOps - An Approach to Effective and Scalable MLOps when you're not a Giant like Google
Post Modern Stack
you-dont-need-a-bigger-boat
Posts with mentions or reviews of you-dont-need-a-bigger-boat.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2023-06-24.
-
[Advice] MLOps Course recommendations
And another really popular repo: https://github.com/jacopotagliabue/you-dont-need-a-bigger-boat
-
MLOps level 4 tooling
we followed this blueprint - https://github.com/jacopotagliabue/you-dont-need-a-bigger-boat and ended up simplifying much of the stack to just metaflow, great expectations and snowflake
- UT Austin PGP-AIML vs OMSCS for transition from SWE to MLE
-
Small to Reasonable Scale MLOps - An Approach to Effective and Scalable MLOps when you're not a Giant like Google
However, if you want a more realistic problem, more worked-out open source examples are found here, and here, and hopefully you will believe me that you don't need to be the size of Google to be able to tackle these types of Data Science problems.
-
Tooling for various stages of production ML pipeline? data -> experimentation -> versioning -> deployment?
You don't need a bigger boat - The repo shows how several (mostly open-source) tools can be effectively combined together to run data pipelines at scale with very small teams. The project now features: https://github.com/jacopotagliabue/you-dont-need-a-bigger-boat
What are some alternatives?
When comparing post-modern-stack and you-dont-need-a-bigger-boat you can also consider the following projects:
MLSys-NYU-2022 - Slides, scripts and materials for the Machine Learning in Finance Course at NYU Tandon, 2022
comet-examples - Examples of Machine Learning code using Comet.ml
metaflow - :rocket: Build and manage real-life ML, AI, and data science projects with ease!
starter-workflows - Accelerating new GitHub Actions workflows
mlops-zoomcamp - Free MLOps course from DataTalks.Club
metaflow-f1-predictor
mlcomops
post-modern-stack vs MLSys-NYU-2022
you-dont-need-a-bigger-boat vs MLSys-NYU-2022
you-dont-need-a-bigger-boat vs comet-examples
you-dont-need-a-bigger-boat vs metaflow
you-dont-need-a-bigger-boat vs starter-workflows
you-dont-need-a-bigger-boat vs mlops-zoomcamp
you-dont-need-a-bigger-boat vs metaflow-f1-predictor
you-dont-need-a-bigger-boat vs mlcomops