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Mastering Artificial Intelligence with Azure Cognitive Services

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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

What is Face API?Detect Faces using Face SDK Displaying and Framing Faces in an Image Verifying Faces using Face SDK Find Similar Faces using Face SDK Quiz Yourself on Azure Face API Service

Mini Project

Capstone Project 1: Building a Face Mask Classifier

Course Assessment

Azure Vision Cognitive Services: Assessment

Azure Language Cognitive Services: LUIS

What is Language Understanding?What are Intents, Entities and Utterances?LUIS App Using Web Portal - Creating and Training the Model LUIS App Using Web Portal - Test, Customize and Consume the Model LUIS App Using SDK - Creating and Adding Intents and Utterances LUIS App Using SDK - Training, Publishing and Consuming the Model Quiz Yourself on Azure Language Understanding

Mini Project

Capstone Project 2: Building a Weather Application Using LUIS

Azure Language Cognitive Services: QnA Maker

What is QnA Maker?Creating a QnA Maker and Knowledge Base Using Web Portal Train, Test, and Consume the Knowledge Base Using Web Portal Creating a Knowledge Base Using SDK Publishing, Querying and Deleting the Knowledge Base Using SDK Quiz Yourself on Azure QnA Maker

Mini Project

Capstone Project 3: Building a Chatbot Using Azure QnA Maker

Azure Language Cognitive Services: Text Analytics

What is Text Analytics?Performing a Key-Phrases Extraction Performing Sentiment Analysis Performing Opinion Mining Performing Text Summarization Performing Language Detection What is Named Entity Recognition (NER)?What is Entity Linking?Quiz Yourself on Azure Text Analytics

Azure Language Cognitive Services: Translator

What is a Translator?

Implementing Text Translation

Implementing Document Translation With Multiple Documents

Implementing Document Translation With Single Document

Custom Translator Model - Creating and Uploading the Dataset

Custom Translator Model - Training, Deploying, and Testing Model

Quiz Yourself on Azure Translator

Course Assessment

Azure Language Cognitive Services: Assessment

Azure Decision Cognitive Services: Anomaly Detection

What is Anomaly Detection?Univariate Anomaly Detection - Historical Data and Latest Data Univariate Anomaly Detection - Change Points and Best Practices Multivariate Anomaly Detection - Training the Model Multivariate Anomaly Detection - Testing and Best Practices Quiz Yourself on Azure Anomaly Detection

Azure Decision Cognitive Services: Content Moderator

What is a Content Moderator?Analyze Text Content Using SDK Analyze Image Content Using SDK Quiz Yourself on Azure Content Moderator

Azure Decision Cognitive Services: Personalizer

What is Personalizer?Personalizer - Prepare the Dataset and User Profile Method Personalizer - Building the Personalizer Loop and Testing Model Quiz Yourself on Azure Personalizer

Course Assessment

Azure Decision Cognitive Services: Assessment

Azure Speech Cognitive Services

What is Azure Speech Service?Implementing Speech to Text Translation Implementing Text to Speech Translation Implementing Speech Translation Quiz Yourself on Azure Speech

Azure Bing Search Services

Introduction to Bing Search Services Creating a Bing Web Search App Creating a Bing Image Search App Creating a Bing News Search App Creating a Bing Video Search App Using the Bing Auto-Suggest API Using the Bing Spell Check API Quiz Yourself on Azure Bing Search

Course Assessment

Azure Speech and Bing Search Services: Assessment

Conclusion

Summary Next Steps

Appendix

How to create an Azure account How to Install FastAPI How to Install Azure Cognitive Services SDK How to Create a Storage Account and SAS Token

Quiz Yourself on Azure Translator

Take the quiz on Azure Translator service to ensure that you have understood the concepts discussed in this chapter.

Now let’s take a quiz to ensure you’ve understood the use cases of the Translator service.

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