mlops-v2
MachineLearningNotebooks
| mlops-v2 | MachineLearningNotebooks | |
|---|---|---|
| 3 | 2 | |
| 451 | 3,958 | |
| 3.5% | 0.7% | |
| 3.7 | 5.6 | |
| 16 days ago | 5 days ago | |
| Shell | Jupyter Notebook | |
| MIT License | MIT License |
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mlops-v2
- MLOps: Machine learning model management - Azure Machine Learning | Microsoft Learn
- Need help with Execute Python Script module in Azure ML Designer
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Create a Managed ML Inference Endpoint and deployment using Terraform
I would create a second step or stage for deploying the endpoint. There is no benefit to try and force terraform to do something it wasn't designed for. You can run AZ CLI commands from terraform, but I don't have experience doing so. Check out this mlops accelerator - https://github.com/Azure/mlops-v2 You can see how they use multiple pipeline for setting up the infrastructure then training and deploying the model.
MachineLearningNotebooks
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Multiple model loading on a Online Fully managed endpoint
I found an example using the python SDK v2:
- I Took The Azure DP-100 exam today and passed it
What are some alternatives?
Time-Series-Library - A Library for Advanced Deep Time Series Models.
azureml-examples - Official community-driven Azure Machine Learning examples, tested with GitHub Actions.
Data-Engineering-Roadmap - Roadmap for Data Engineering
One-Piece-Image-Classifier - A quick image classifier trained with manually selected One Piece images.
azure - Azure-related repository
computervision-recipes - Best Practices, code samples, and documentation for Computer Vision.
clearml - ClearML - Auto-Magical CI/CD to streamline your AI workload. Experiment Management, Data Management, Pipeline, Orchestration, Scheduling & Serving in one MLOps/LLMOps solution
MLOps - MLOps examples
SynapseML - Simple and Distributed Machine Learning
ydata-profiling - 1 Line of code data quality profiling & exploratory data analysis for Pandas and Spark DataFrames.
feature-engineering-tutorials - Data Science Feature Engineering and Selection Tutorials