Resources aka msAIML 50 repo aka msmymsignitethetour Programming

Machine Learning Answers Data Model Data Predictions

Machine Learning Process Prepare data Evaluate Build and train Production

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

Dev. Ops is the union of people, process, and products to enable continuous delivery

Pipelines Azure ML Pipelines Azure Pipelines

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

Everything should be in source control! Except your training data which should be a

Continuous Integration aka. ms/mitt/azuredevops

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

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

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

Resources Get Certified aka. ms/AIML 50 repo Microsoft Certified Azure Data Scientist Associate aka.

/Microsoft Certification alert aka. ms/Data. Scientist. Cert aka. ms/AIEngineer. Cert Get hired, stay ahead,

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

Slides: 52

Download presentation

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 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

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 ML Pipelines (AML) Demo

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

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

/Upcoming Session alert