5.0
Intermediate
15h 15min
Mastering Artificial Intelligence with Azure Cognitive Services
Gain insights into Azure Cognitive Services to deliver intelligent cloud apps. Learn about FastAPI for RESTful APIs and prepare for the Microsoft AI-102 certification exam.
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. Next, you’ll be introduced to the Microsoft Azure Cognitive Services library before exploring each artificial intelligence model and their applications. Finally, you'll use FastAPI to implement a portfolio-ready project built with Microsoft Azure.
By the end of this course, you’ll have the foundational knowledge to work with Azure Cognitive Services. You’ll also be prepared to take the certification exam for Microsoft AI-102: Designing and Implementing an Azure AI Solution.
Microsoft Azure is more than cloud hosting. With a set of predefined artificial intelligence models available for companies of a...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
A working knowledge of the models in Microsoft Azure Cognitive Services
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Content
1.
Overview of the Course
1 Lessons
Get familiar with developing AI solutions using Azure services, FastAPI, and capstone projects.
2.
Refresher to FastAPI - Python Web Framework
8 Lessons
Unpack the core of creating, documenting, and managing APIs with FastAPI’s features.
3.
Introduction to Cloud and Microsoft Azure
4 Lessons
Explore cloud computing, Microsoft Azure's platform, and integration of Azure Cognitive Services for AI-enabled applications.
4.
Azure Vision Cognitive Services: Computer Vision
13 Lessons
Enhance your skills in using Azure Computer Vision for OCR, image analysis, and object detection.
5.
Azure Vision Cognitive Services: Custom Vision
11 Lessons
Build custom image classifiers and object detectors using Azure's Custom Vision portal and SDK.
6.
Azure Vision Cognitive Services: Face API
6 Lessons
Tackle facial recognition using Azure Face API for detection, verification, and similarity analysis.
7.
Azure Language Cognitive Services: LUIS
7 Lessons
Practice using LUIS for creating, training, testing, and deploying conversational AI applications.
8.
Azure Language Cognitive Services: QnA Maker
6 Lessons
Step through building and managing QnA Maker with Azure Cognitive Services.
9.
Azure Language Cognitive Services: Text Analytics
9 Lessons
Unpack the core of Azure Text Analytics, including sentiment analysis, key phrase extraction, language detection, and NER.
10.
Azure Language Cognitive Services: Translator
7 Lessons
Examine Azure Translator services for text, document translations, custom models, and practical applications.
11.
Azure Decision Cognitive Services: Anomaly Detection
6 Lessons
Grasp the fundamentals of Azure-based univariate and multivariate anomaly detection for real-time data insights.
12.
Azure Decision Cognitive Services: Content Moderator
4 Lessons
Take a closer look at Azure Content Moderator's services for analyzing text, images, and videos.
13.
Azure Decision Cognitive Services: Personalizer
4 Lessons
Implement Azure Personalizer to optimize content recommendations using reinforcement learning and user feedback.
14.
Azure Speech Cognitive Services
5 Lessons
Build on using Azure Speech Service for text and audio translation and conversion.
15.
Azure Bing Search Services
8 Lessons
Get familiar with Azure Bing Search APIs for web, image, news, video searches, and more.
16.
Conclusion
2 Lessons
Discover the logic behind implementing Azure Cognitive Services and exploring advanced AI avenues.
17.
Appendix
4 Lessons
Break apart essential steps to set up Azure accounts, install FastAPI, and Azure SDKs.
Certificate of Completion
Showcase your accomplishment by sharing your certificate of completion.
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