mlops-zoomcamp
Free MLOps course from DataTalks.Club (by DataTalksClub)
you-dont-need-a-bigger-boat
An end-to-end implementation of intent prediction with Metaflow and other cool tools (by jacopotagliabue)
| mlops-zoomcamp | you-dont-need-a-bigger-boat | |
|---|---|---|
| 23 | 5 | |
| 9,193 | 824 | |
| 7.2% | - | |
| 7.5 | 3.0 | |
| 6 days ago | 11 months ago | |
| Jupyter Notebook | Python | |
| - | 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.
mlops-zoomcamp
Posts with mentions or reviews of mlops-zoomcamp.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2023-06-12.
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Where do I start to learn MLOPS?
There is MLOps Zoomcamp course (which shows end-to-end MLOps process with open-source MLOps tools) https://github.com/DataTalksClub/mlops-zoomcamp.
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MLOps level 4 tooling
Yes, your point exact. I haven't found any quality ones to be honest. There is the coursera mlops course (i did complete this one) which covers tfx (and other services like kubeflow but only scratching the surface) but that seems to be an overkill for me and also very dependant on tensorflow. I have came across this lately https://github.com/DataTalksClub/mlops-zoomcamp (havent went through it in detail) which seems to cover a lot but still missing both the full picture example and i dont see e.g. A/B testing, canary there
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How to start with MLops
datatalksclub https://github.com/DataTalksClub/mlops-zoomcamp
- As an engineer moving into the DS field, I got my first job offer. Does it sound reasonable?
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MLOps Zoomcamp from DataTalks.Club 2023
DataTalksClub/mlops-zoomcamp: Free MLOps course from DataTalks.Club (github.com)
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What are some of the best courses to learn MLOps?
I found this one and also online events hosted by the MLOps community.
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MLOps classes recommendations (not theory behind how to build models, but on deployment and monitoring)
I think this course is a great one for practical MLOps. They have video lectures with homework https://github.com/DataTalksClub/mlops-zoomcamp
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Books & Resources on MLOps on DL on Edge
This is one of the possible resources online https://github.com/DataTalksClub/mlops-zoomcamp. It's a free course. And I also know that the MLOps community hosts many events around the topic.
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Looking for a python study partner, focusing on ML/AI and mlops
I had seen a GitHub which uses like popular open source projects to build an end to end ml lifecycle. Im planning to follow it. https://github.com/DataTalksClub/mlops-zoomcamp
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How do you build CI/CD pipelines for ML projects?
Maybe this will help https://github.com/DataTalksClub/mlops-zoomcamp
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.
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[Advice] MLOps Course recommendations
And another really popular repo: https://github.com/jacopotagliabue/you-dont-need-a-bigger-boat
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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
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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.
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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 mlops-zoomcamp and you-dont-need-a-bigger-boat you can also consider the following projects:
data-engineering-zoomcamp - Free Data Engineering course!
MLSys-NYU-2022 - Slides, scripts and materials for the Machine Learning in Finance Course at NYU Tandon, 2022
Made-With-ML - Learn how to design, develop, deploy and iterate on production-grade ML applications.
comet-examples - Examples of Machine Learning code using Comet.ml
software-dev-for-mlops-101 - Set up your local environment to do some real Machine Learning Operations software development, just like pro MLOps practitioners.
metaflow - :rocket: Build and manage real-life ML, AI, and data science projects with ease!
fake-s3 - A lightweight server clone of Amazon S3 that simulates most of the commands supported by S3 with minimal dependencies
starter-workflows - Accelerating new GitHub Actions workflows
20220726_Databricks_Demo_Transfer_Learning_with_MLflow - We will go hands-on with an image classification demo using transfer learning, while leveraging MLflow to track our model experiments on Databricks
metaflow-f1-predictor
mlbookcamp-code - The code from the Machine Learning Bookcamp book
mlcomops
mlops-zoomcamp vs data-engineering-zoomcamp
you-dont-need-a-bigger-boat vs MLSys-NYU-2022
mlops-zoomcamp vs Made-With-ML
you-dont-need-a-bigger-boat vs comet-examples
mlops-zoomcamp vs software-dev-for-mlops-101
you-dont-need-a-bigger-boat vs metaflow
mlops-zoomcamp vs fake-s3
you-dont-need-a-bigger-boat vs starter-workflows
mlops-zoomcamp vs 20220726_Databricks_Demo_Transfer_Learning_with_MLflow
you-dont-need-a-bigger-boat vs metaflow-f1-predictor
mlops-zoomcamp vs mlbookcamp-code
you-dont-need-a-bigger-boat vs mlcomops