Azure Machine Learning & MLOps : Beginner to Advance

سرفصل های دوره

The most compressive course covering MLOps and machine learning on Azure | Zero to Hero

1. Azure MLOps

1.1 The GitHub repo with codes I used for this MLOps series.html

1. Complete Intro to Azure Machine Learning Service

2.1 The GitHub repo with codes I used for this MLOps series.html

2. Intro to Azure DevOps

3.1 The GitHub repo with codes I used for this MLOps series.html

3. Setting up Azure DevOps Configurations

4.1 The GitHub repo with codes I used for this MLOps series.html

4. Create & Deploy Infrastructure as Code Pipeline

5.1 The GitHub repo with codes I used for this MLOps series.html

5. CI Pipeline ( Continuous Integration) for ML

6.1 The GitHub repo with codes I used for this MLOps series.html

6. CI Pipeline ( Continuous Integration) for ML

7.1 The GitHub repo with codes I used for this MLOps series.html

7. Automated Training with CI Pipeline

8.1 The GitHub repo with codes I used for this MLOps series.html

8. CD Pipeline (Continuous Deployment) for Staging

9.1 The GitHub repo with codes I used for this MLOps series.html

9. CD Pipeline(Continuous Deployment)for Production

10.1 The GitHub repo with codes I used for this MLOps series.html

10. Testing End to End MLOps Pipelines

11.1 Source Article and Repo.html

11.2 The Github repo utilized in the video.html

11. Extra 1 Azure MLOps with GitHub Actions & Azure Machine Learning

12.1 Source Github repo for Databricks DevOps.html

12.2 The Github repo utilized in the video.html

12. Extra 2 Databricks MLOps With GitHub Actions & MLflow

2. Azure Machine Learning Highly Demanded Capabilities

1.1 The GitHub repo for open-source Responsible AI toolbox.html

1. Responsible AI in Action - Part 1

2.1 Generate a Responsible AI dashboard (preview) in the studio UI.html

2.2 Responsible AI Dashboard and Scorecard.html

2. Responsible AI in Action - Part 2

3. Azure Machine Learning Pipeline

4.1 Showcased article about bringing feature store to Azure.html

4.2 The GitHub utilized in the video.html

4. Feature Store (Feast) in Azure (Machine Learning)

5.1 Showcased article about bringing Ray and Dask to Azure machine learning.html

5.2 The GitHub utilized in the video.html

5. Ray and Dask in Azure Machine Learning

6.1 AutoML for computer vision in Azure Machine Learning documentation.html

6. Auto ML for Computer Vision in Azure Machine Learning

7.1 The GitHub repo of utilized code in the video.html

7. Differential Privacy For Machine Learning In Action (Sensitive Data)

8.1 Databricks Step in Azure ML Documentation.html

8.2 The GitHub repo for Databricks Step in Azure ML.html

8. Integrate Azure Databricks with Azure Machine Learning

9.1 AutoML for NLP in Azure Machine Learning documentation.html

9. AutoML for Natural Language Processing (NLP) in Azure Machine Learning

10.1 The example code utilized in the video.html

10. Train and Score Thousands of Machine Learning Models in Parallel ( Many Models i

11.1 The example code and docs utilized in the video.html

11. Why do Machine learning models fail (Data Drift Monitoring in Azure)

12.1 Codes and Documentation.html

12. Integrating Azure Synapse with Azure Machine Learning

13.1 Reference code.html

13. Deploy Multi Model Endpoint in Azure Machine Learning

14.1 Reference code.html

14. Rollout (Blue-Green) Real-Time Machine Learning Model Deployment in Azure

15. Consume Azure Machine Learning models in Power BI

16.1 Github Repo utilized in this video.html

16. Use PowerApps to Create Apps for Deployed Azure Machine Learning Models

17.1 Reference docs.html

17. Attach Your OnPrem Kubernetes to Azure Machine Learning Using Azure Arc

18. Components in Azure Machine Learning Pipelines

19. Being Platform Agnostic with MLflow in Azure Machine Learning

20.1 Sample notebook used in the video.html

20. Deploy Spark ML model as Web Service Using Azure Machine Learning

21.1 Reference notebook utilized in the video.html

21. Azure Machine Learning Environments

22.1 Reference doc.html

22.2 Utilized repo.html

22. Scalable & Managed Batch Prediction with Azure Machine Learning

23. Execute Azure Machine Learning pipelines in Azure Data Factory or Synapse

24.1 The notebook example utilized in the video.html

24. Extra Train Machine learning model once and deploy it anywhere with ONNX

25.1 Point to Site VPN.html

25.2 The example code utilized in the video.html

25. Extra Azure Machine Learning Networking (Hands-on)

26. Extra AutoML Comparison in Databricks VS Azure Machine Learning

27.1 Reference repository used in the video.html

27. Extra Machine Learning Lineage with Microsoft Purview

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تولید کننده: Udemy-Training