mlops-with-vertex-ai
nitroml
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mlops-with-vertex-ai | nitroml | |
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2 | 1 | |
327 | 40 | |
2.1% | - | |
0.0 | 0.9 | |
12 months ago | about 3 years ago | |
Jupyter Notebook | Jupyter Notebook | |
Apache License 2.0 | Apache License 2.0 |
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mlops-with-vertex-ai
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Where to start?
To take it to the next level, maybe start to dive into a truer "end-to-end mlops" example.
- GitHub - GoogleCloudPlatform/mlops-with-vertex-ai: An end-to-end example of MLOps on Google Cloud using TensorFlow, TFX, and Vertex AI
nitroml
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Launch HN: MindsDB (YC W20) – Machine Learning Inside Your Database
The benchmarking challenges you are facing are pretty common in the AutoML community. My colleagues and I at Google Research are trying to solve this with https://github.com/google/nitroml. It's still super early days (no CI yet), but I think it could help your team benchmark on a set of open standard benchmark tasks as we open source more of the system.
What are some alternatives?
MLOps - MLOps examples
FLAML - A fast library for AutoML and tuning. Join our Discord: https://discord.gg/Cppx2vSPVP.
mlops-course - Learn how to design, develop, deploy and iterate on production-grade ML applications.
lightwood - Lightwood is Legos for Machine Learning.
Made-With-ML - Learn how to design, develop, deploy and iterate on production-grade ML applications.
MindsDB - The platform for customizing AI from enterprise data
vertex-ai-samples - Sample code and notebooks for Vertex AI, the end-to-end machine learning platform on Google Cloud
amazon-sagemaker-examples - Example 📓 Jupyter notebooks that demonstrate how to build, train, and deploy machine learning models using 🧠 Amazon SageMaker.
generative-ai - Sample code and notebooks for Generative AI on Google Cloud