Azure ML: Practical Use Cases
Choose the right technique and run classification, clustering and batch inference with AutoML and the Designer.
Imagine your manager arrives with: "We need an ML solution for fraud detection." Or: "Can we predict next quarter's sales?" Or: "Segment our customers into coherent groups."
The classic problem: Managers don't speak in ML terms. They formulate business problems. If you can't transform a business problem into the appropriate ML type, you'll waste weeks on the wrong approach.
Sign in to read this course
A free account unlocks all 514 courses. 20 are readable without one.
What's inside
14 sections- 1 Table of Contents
- 2 Introduction to ML Use Cases
- 3 Choosing the Right ML Technique
- 4 AutoML vs Designer – Decision Guide
- 5 Classification with AutoML – Complete Guide
- 6 Clustering and Segmentation with Designer
- 7 End-to-End Workflows with the Designer
- 8 Model Evaluation and Metrics
- 9 Batch Inferencing – Operationalization
- 10 Implementation with Python SDK v2
- 11 Model Deployment and Consumption
- 12 Best Practices and Patterns
- 13 Summary and Key Points
- 14 Glossary
More ML Platforms & Deployment courses
View all 10Introduction to Azure Machine Learning
Where Azure ML fits in the modern ML lifecycle, its common use cases and user workflows.
Azure ML Workspace Fundamentals
Azure ML workspace architecture, compute, datasets, environments, governance, security and cost.
Azure ML Studio and SDK – Overview
Navigate Azure ML Studio, notebooks, the Python SDK v2 and CLI v2 with a first end-to-end job.
Azure ML: Pipelines and Experiment Tracking
Build Azure ML pipelines, track experiments with MLflow and register and version the best model.
Deploying Models with Azure Machine Learning
Online and batch endpoints, scoring scripts, blue/green deployment, AKS and model monitoring on Azure ML.
Deploying Machine Learning Solutions
Deploy models with Flask, on serverless, on Google AI Platform and to AWS SageMaker.
Interested in this course?
Contact us to book it or get a custom training plan for your team.