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All Lessons
Free Lessons (5)
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
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