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Develop Custom Object Detection Models with NVIDIA and Azure Machine Learning 

  • Offered byMicrosoft

Develop Custom Object Detection Models with NVIDIA and Azure Machine Learning
 at 
Microsoft 
Overview

Duration

2 hours

Start from

Start Now

Total fee

Free

Mode of learning

Online

Schedule type

Self paced

Difficulty level

Intermediate

Official Website

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Credential

Certificate

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Develop Custom Object Detection Models with NVIDIA and Azure Machine Learning
 at 
Microsoft 
Course details

What are the course deliverables?
  • Create workspace resources for getting started with Azure Machine Learning
  • Create a labeled dataset using Azure Machine Learning data labeling tools
  • Use AutoML to train a labeled dataset and develop a production model
  • Deploy model to NVIDIA Triton Inference Server
More about this course
  • Azure Machine Learning studio is a GUI-based integrated development environment for constructing and operationalizing Machine Learning workflow on Azure
  • Learn how to develop custom object detection models using this service with NVIDIA GPU accelerated virtual machines
  • In this course, you'll learn how to create resources for getting started with Azure Machine Learning
  • Learn how to use Azure Machine Learning data labeling to create, manage, and monitor data labeling projects
  • Learn how to use AutoML to train a labeled dataset and develop a production object detection model

Develop Custom Object Detection Models with NVIDIA and Azure Machine Learning
 at 
Microsoft 
Curriculum

Create workspace resources for getting started with Azure Machine Learning

Introduction

Introduction to Azure Machine Learning

Create an Azure Storage Account

Create an Azure Storage Container

Create an Azure Machine Learning Workspace

Create an Azure Machine Learning Compute Instance

Create an Azure Machine Learning Datastore

Knowledge check

Summary

Create a labeled dataset using Azure Machine Learning data labeling tools

Introduction

Create an Azure Machine Learning data labeling project

Label images with Azure Machine Learning data labeling tools

Export a labeled Azure Machine Learning dataset

Knowledge check

Summary

Use AutoML to train a labeled dataset and develop a production model

Introduction

Prepare the Jupyter notebook workspace

Configure the Jupyter notebook execution environment

Execute the Jupyter Notebook to produce an object detection model using AutoML

Knowledge check

Summary

Deploy model to NVIDIA Triton Inference Server

Introduction

Create a GPU Accelerated Virtual Machine

Install prerequisites and NVIDIA Triton Inference Server

Execute inference workload on NVIDIA Triton Inference Server

Knowledge check

Summary

Develop Custom Object Detection Models with NVIDIA and Azure Machine Learning
 at 
Microsoft 
Entry Requirements

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  • Not mentioned

Develop Custom Object Detection Models with NVIDIA and Azure Machine Learning
 at 
Microsoft 
Admission Process

    Important Dates

    Nov 30, 2024
    Course Commencement Date

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    Develop Custom Object Detection Models with NVIDIA and Azure Machine Learning
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    Microsoft 

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