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Designing Machine/Deep Learning Models Using Azure CLI
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1.
Introduction
Introduction to Azure
Introduction to Azure CLI
Introduction to Azure Machine Learning
2.
Getting Started
Creating a Microsoft Account
Signing Up With Azure
Azure CLI Commands Help
Quiz on Azure Installations
3.
Creating Azure Resources
YAML For Azure ML
Creating a Resource Group
Creating a Workspace
Creating a Virtual Machine
Creating a Compute
Creating an Environment
Creating Storage
Quiz for Creating Azure Resources
4.
Building Azure ML Pipeline
Managing Datasets
Creating a Job
Training an ML Model
Sweep Parameters
Managing the ML Model
Creating an E2E ML Pipeline
Mini Project
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Building a diabetes model pipeline
5.
Service Deployment
Endpoints and Deployment
Batch Deployment
Online Deployment
Testing the Deployment
Managing the Deployments
Quiz on Deployment
6.
Creating a Deep Learning Pipeline
Prerequisites for Distributed Deep Learning
Building a TensorFlow Pipeline
Creating a PyTorch Pipeline
Deploying a Tensorflow Model
Responsible AI
Mini Project
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Detect Posture Project
7.
Conclusion
Wrap Up!
8.
Appendix
Setup and Installation
Mini Project
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Sentiment Analysis Using Natural Language Processing
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Designing Machine/Deep Learning Models Using Azure CLI
Quiz for Creating Azure Resources
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