Resources aka msAIML 50 repo aka msmymsignitethetour Programming

Resources aka. ms/AIML 50 repo aka. ms/mymsignitethetour

Programming Algorithm Answers Data

Machine Learning Answers Algorithm Data

Machine Learning Answers Model Data

Machine Learning Answers Model Data

Machine Learning Answers Data Model Data Predictions

Tailwind Traders – Image Search

Machine Learning Process Prepare data Evaluate Build and train Production

Machine Learning Process

Dev. Ops Process 1 Plan 4 Development 2 Develop + Test Monitor + Learn Production 3 Release

Dev. Ops is the union of people, process, and products to enable continuous delivery of value to our end users. aka. ms/AIML 50 #MSIgnite. The. Tour

Azure Machine Learning Service

Azure Machine Learning Service

Azure Machine Learning Service

Pipelines Azure ML Pipelines Azure Pipelines

Pipelines az extension add -n azure-cli-ml Azure ML Pipelines pip install --upgrade azureml-sdk Azure Pipelines

Azure Machine Learning Pipelines

Azure Pipelines

Azure Machine Learning Service

Azure Machine Learning Service

Azure ML Pipelines (AML) Demo

Azure Machine Learning Pipelines

Azure Machine Learning Pipelines

Azure Machine Learning Pipelines

Azure Machine Learning Pipelines

Collaboration

(Some) Dev. Ops Good Practices • • •

Source Control

Everything should be in source control! Except your training data which should be a known, shared data source aka. ms/AIML 50 #MSIgnite. The. Tour

Continuous Integration aka. ms/mitt/azuredevops

Code quality matters! Even in data science aka. ms/AIML 50 #MSIgnite. The. Tour

Azure Pipelines “Build”

Azure Machine Learning Service

Azure Machine Learning Pipelines

Continuous Delivery

Control model rollout! The same way you do with other software aka. ms/AIML 50 #MSIgnite. The. Tour

Azure Pipelines Release

Complete Pipeline

Retraining

Retraining

Complete Pipeline

Complete Pipeline

This was just an example…

Summary

/Docs alert aka. ms/mitt/mldocs

/MS Learn alert aka. ms/AIML 50 MSLearn. Collection

Resources Get Certified aka. ms/AIML 50 repo Microsoft Certified Azure Data Scientist Associate aka. ms/Data. Scientist. Cert Microsoft Certified Azure AI Engineer Associate aka. ms/AIEngineer. Cert aka. ms/mymsignitethetour #MSIgnite. The. Tour

/Microsoft Certification alert aka. ms/Data. Scientist. Cert aka. ms/AIEngineer. Cert Get hired, stay ahead, and receive the recognition you deserve #MSIgnite. The. Tour

Microsoft. com/Certifications Microsoft. com/Learn aka. ms/Learning. Partner

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