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Train compute intensive models with Azure Machine Learning 

  • Offered byMicrosoft

Train compute intensive models with Azure Machine Learning
 at 
Microsoft 
Overview

Duration

1 hour

Start from

Start Now

Total fee

Free

Mode of learning

Online

Schedule type

Self paced

Difficulty level

Advanced

Official Website

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Credential

Certificate

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Train compute intensive models with Azure Machine Learning
 at 
Microsoft 
Course details

What are the course deliverables?
  • Preprocess large datasets with Azure Machine Learning
  • Train compute-intensive models with Azure Machine Learning
  • Deploy deep learning workloads to production with Azure Machine Learning
More about this course
  • Learn when to choose GPU compute, and how different frameworks help you to make optimal use of GPU compute during preprocessing, model training, and deployment
  • By monitoring workloads, you can find the optimal compute configuration
  • Learn what you can do and which frameworks you can use to optimize your model's performance during model scoring

Train compute intensive models with Azure Machine Learning
 at 
Microsoft 
Curriculum

Preprocess large datasets with Azure Machine Learning

Introduction

Choose the appropriate AI approach for your data

Efficient data storage options

Optimize data loading and preprocessing in Azure Machine Learning

Exercise: Preprocess data with RAPIDs

Knowledge check

Summary

Train compute-intensive models with Azure Machine Learning

Introduction

Train compute-intensive models with Azure Machine Learning

Choose the appropriate Nvidia GPU option

Exercise: Train a deep learning model with Azure Machine Learning

Distributed training with Azure Machine Learning

Knowledge check

Summary

Deploy deep learning workloads to production with Azure Machine Learning

Introduction

Choose the appropriate inference strategy

Standardize model formats and scale model deployment with ONNX and Triton

Exercise: Deploy an ONNX model with Triton in Azure Machine Learning

Knowledge check

Summary

Train compute intensive models with Azure Machine Learning
 at 
Microsoft 
Entry Requirements

Eligibility criteriaUp Arrow Icon
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Train compute intensive models with Azure Machine Learning
 at 
Microsoft 
Admission Process

    Important Dates

    Nov 30, 2024
    Course Commencement Date

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    Train compute intensive models with Azure Machine Learning
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