Cloud Computing And Application Deployment Fundamentals

Course text and lab manual is also used for Topics In Research and Applied Learning. This course is focused on Cloud-based applications for Analytics and Informatics.

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Course curriculum

1. Course Overview
2. Survey: Before we begin
1. Introduction To Cloud Computing
2. What is cloud computing?
3. Why is cloud computing important?
4. Cloud Service categories
5. What are the types of cloud computing?
6. In depth: What is a private cloud?
7. Is the cloud secure?
8. What Can You Do With The Cloud?
9. Future of cloud
10. Thought Opinion: The next frontier in cloud computing?
11. Cloud Research
12. Test Your Learning
1. Getting Hands On With Microsoft’s Cloud Platform
2. Microsoft Azure Fundamentals: Describe cloud concepts
3. Microsoft Azure Fundamentals: Describe Azure architecture and services
4. Sign Up Process For Free Student Microsoft Azure Account
5. Introduction to Microsoft Learning
6. Test Your Learning
7. Assignment: Creating Your Azure Cloud Subscription & Microsoft Learning Account
1. Introduction To Development, Test and Production environments for developing software systems
2. Video: Illustrating Development, Test (Staging) and Production Environments
3. Resource Groups In Microsoft Azure
4. Test Your Learning
5. Assignment: Creating A Resource Group In Azure
1. Web Application Service in Microsoft Azure
2. Computing Workloads
3. Examine the computing workloads that can run on a Web Application Service in Azure
4. Test Your Learning
5. Assignment: Creating An Web Application Service In Azure
1. Develop A Web Application Using Microsoft Development Tools
2. Background Terminology - Programming Languages
3. Create Your Web Application
4. The Difference Between Visual Studio Solutions and Projects
5. Video: Supplemental Material - Creating your First Web Application
6. Additional Programming Resources
7. Assignment: Building The Web Application For Azure
1. Review Of What We Have Done So Far
2. Steps To Deploying Your App To A Cloud Platform
3. Video: Deploying Your Hello World Application To Azure
4. Assignment: Deploy Your Web Application
1. Midterm Assignment Instructions
1. Source Code Control and Management
1. Introduction
2. Creating Virtual Machines In Azure
3. Test Your Learning
1. Introduction to Infrastructure As Code (IaC)
2. How Does Infrastructure as Code Work?
3. Tools for Implementing IaC in Azure
4. IaC Beginners Guide
5. Optional Material: Introduction to infrastructure as code using Bicep
1. The Difference Between Visual Studio Solutions and Projects
2. Building Applications on Azure Using Python
3. What Is The Python Framework Django?
4. Optional Section: Learning Python
5. Video: Creating A Python Project With Troubleshooting Steps
6. Tutorial: Work with Python in Visual Studio
7. Publishing Your Python Application To Azure Using The Azure CLI
1. Getting Started With Artificial Intelligence
2. Introduction to AI
3. Understanding machine learning
4. Understanding Anomaly Detection
5. Understanding Computer Vision
6. Understanding Natural Language Processing
7. Understanding Knowledge Mining
8. Challenges And Risks With AI
9. Understanding Responsible AI
10. Knowledge check
11. Summary
1. Use Automated Machine Learning in Azure Machine Learning
2. Introduction
3. What is machine learning?
4. What is Azure Machine Learning studio?
5. What is Azure Automated Machine Learning?
6. Understand the AutoML process
7. Optional Exercise - Explore Automated Machine Learning in Azure ML
8. Knowledge Check
9. Summary
1. Introduction
2. Get started with image analysis on Azure
3. Optional Exercise - Explore Computer Vision
4. Knowledge Check - Computer Vision
5. Introduction To Object Detection
6. What is object detection?
7. Get started with object detection on Azure
8. Optional Exercise - Explore object detection
9. Knowledge Check For Object Detection
10. Summary - Object Detection
1. Reference e-Books
2. Cloud, Data Analytics and AI and Machine Learning References

About this course

$39.00
91 lessons
0 hours of video content

Cloud Computing And Application Deployment Fundamentals

Course curriculum

Welcome to the course!

Lesson #1 - Introduction To Cloud Computing

Lesson #2 - Getting Hands On In Microsoft Azure Cloud

Lesson #3 - Computing Workloads and Resource Groups

Lesson #4 - The Azure Web Application Service

Lesson #5 - Developing A Simple Web Application

Lesson #6 - Deploying Your Application To The Web

Midterm Assignment

Lesson #7 - Source Code Control and Management

Lesson #8 - Virtual Machines In Azure

Lesson #9 Infrastructure As Code

Lesson #10 - Develop and Deploy Python Web Applications

Lesson #11 - Machine Learning and AI In Azure

Lesson #12 - Azure Machine Learning Studio

Lesson #13 - Machine Learning Cognitive Services

Further Reading and Reference

About this course