Microsoft Azure Artificial Intelligence Fundamental
by Tertiary Courses
These are the exercise files used for Microsoft Azure Artificial Intelligence Fundamental course.
The course outline can be found in
https://www.tertiarycourses.com.sg/microsoft-azure-artificial-intelligence-fundamental.html
https://www.tertiarycourses.com.my/microsoft-azure-artificial-intelligence-fundamental-malaysia.html
Topic 1 Get started with AI on Azure
- Introduction to AI
- Overview Machine Learning and Deep Learning
- Supervised vs Unsupervised Learning
- Understand Anomaly Detection
- Understand Computer Vision
- Understand Natural Language Processing
- Understand Conversational AI
- Challenges and Risks with AI
- Understand Responsible AI
Topic 2 Azure Automated Machine Learning (Auto ML)
- Create Azure Machine Learning Workspace
- Create Computer Resource
- Create Dataset
- AutoML Experiment
- Train an Auto ML Model
- Review the Best Model and Result
- Deploy a Model as Service
Topic 3 Azure Machine Learning Designer - Regression
- Overview of Regression
- Create Azure Machine Learning Workspace
- Create Computer Resource
- Create a Regression Pipeline in Azure Machine Learning Designer
- Run the Pipeline
- Evaluate the Regression Model
- Deploy a Predictive Service
- Test the Service
Topic 4 Azure Machine Learning Designer - Classification
- Overview of Classification
- Create Azure Machine Learning Workspace
- Create Computer Resource
- Create a Classification Pipeline in Azure Machine Learning Designer
- Run the Pipeline
- Evaluate the Classification Model
- Deploy a Predictive Service
- Test the Service
Topic 5 Azure Machine Learning Designer - Clustering
- Overview of Clustering
- Create Azure Machine Learning Workspace
- Create Computer Resource
- Create a Clustering Pipeline in Azure Machine Learning Designer
- Run the Training Pipeline
- Evaluate the Clustering Pipeline
- Create an Inference Piple
- Deploy a Predictive Service
- Test the Service
Topic 6 Computer Vision
- Analyze Images with Computer Vision Service
- Classify Images with Computer Vision Service
- Detect Objects with Computer Vision Service
- Detect and Analyze Faces with Face Service
- Read Text with Optical Character Recognition (OCR)
- Analyze Receipt with From Recognizer Service
Topic 7 Natural Language Processing
- Get Started with Text Analytics on Azure
- Recognize and Synthesize Speech
- Translate Text and Speech
- Create a Language Model with Language Understanding
Topic 8 Conversational AI
- Build a Bot with QnA Maker and Azure Bot Service