Mastering Artificial Intelligence with Azure Cognitive Services

Intermediate

105 Lessons

15h 15min

Certificate of Completion

AI-POWERED

Explanations

This course includes

3 Projects

4 Assessments

108 Playgrounds

14 Quizzes

218 Illustrations

This course includes

3 Projects

4 Assessments

108 Playgrounds

14 Quizzes

218 Illustrations

Course Overview

Microsoft Azure is more than cloud hosting. With a set of predefined artificial intelligence models available for companies of all sizes, Cognitive Services offers a toolkit to quickly scale AI/ML development with little to no knowledge of data science. In this course, you’ll develop the core skills necessary to deliver intelligent, cloud-based applications and services with a thorough overview of Azure Cognitive Services. First, you’ll review FastAPI, a framework for developing RESTful APIs with Python. N...Show More

What You'll Learn

A working knowledge of the models in Microsoft Azure Cognitive Services

A familiarity with the FastAPI Python web framework as it relates to implementing Azure AI models

The ability to deploy image-intelligent applications using Vision Cognitive Service

The ability to deploy language-intelligent applications using Language Cognitive Service

The ability to deploy speech-intelligent applications using Speech Cognitive Service

The ability to deploy decision-intelligent applications using Decision Cognitive Service

The understanding and confidence to take the Microsoft certification Exam AI-102: Designing and Implementing an Azure AI Solution

Course Content

Overview of the Course

Introduction to the Course

Refresher to FastAPI - Python Web Framework

Introduction to FastAPI

Creating Our First App Using FastAPI Interactive API Docs—A Feature of FastAPI Path Parameters in FastAPI Query Parameters in FastAPI Default and Optional Query Parameters in FastAPI Request Body in FastAPI Quiz Yourself on FastAPI

Introduction to Cloud and Microsoft Azure

Introduction to the Cloud

Introduction to Microsoft Azure and Its Basic Terminologies Azure Cognitive Services Quiz Yourself on Cloud and Microsoft Azure Services

Azure Vision Cognitive Services: Computer Vision

Introduction to OCR using Computer Vision's Read API Creating an Azure Computer Vision Resource

Building an OCR script for Images using Read API Building an OCR script for Documents using Read API Introduction to Image Analysis using Vision API Generate Captions and Tags for an Image Categorizing the Images

Object Detection in the Images Brand Detection in the Images Detect Image Color Scheme Detecting Domain Specific Content in the Images Detecting the Type of the Image Quiz Yourself on Azure Computer Vision

Azure Vision Cognitive Services: Custom Vision

Introduction to Custom Vision Building an Image Classifier using Web Portal Image Classifier Using SDK - Creating the Custom Vision Project Image Classifier Using SDK - Uploading and Training the Model Publishing and Testing the Custom Image Classifier Model Building an Object Detector using Web Portal Object Detector Using SDK - Create the Custom Vision Project Object Detector Using SDK - Upload, Train and Test the Model Publishing and Testing the Custom Object Detection Model Strategies to Improve the Model Quiz Yourself on Azure Custom Vision Service

Azure Vision Cognitive Services: Face API

6 Lessons

Capstone Project 1: Building a Face Mask Classifier

Project

Azure Vision Cognitive Services: Assessment

Assessment

Azure Language Cognitive Services: LUIS

7 Lessons

Capstone Project 2: Building a Weather Application Using LUIS

Project

Azure Language Cognitive Services: QnA Maker

6 Lessons

Capstone Project 3: Building a Chatbot Using Azure QnA Maker

Project

Azure Language Cognitive Services: Text Analytics

9 Lessons

Azure Language Cognitive Services: Translator

7 Lessons

Azure Language Cognitive Services: Assessment

Assessment

Azure Decision Cognitive Services: Anomaly Detection

6 Lessons

Azure Decision Cognitive Services: Content Moderator

4 Lessons

Azure Decision Cognitive Services: Personalizer

4 Lessons

Azure Decision Cognitive Services: Assessment

Assessment

Azure Speech Cognitive Services

5 Lessons

Azure Bing Search Services

8 Lessons

Azure Speech and Bing Search Services: Assessment

Assessment

Conclusion

2 Lessons

Appendix

4 Lessons

COURSE AUTHOR

How You'll Learn

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