Microsoft AIBeginner
AI 901 Azure AI Fundamentals
5 (79 reviews) 100 students 4 Weeks Beginner
Instructor
Category
Microsoft AI
Rating
5 (79)
Students
100
Language
English
Duration
4 Weeks
What you'll cover
1AI Workloads and Responsible AI+
- Identify common AI workloads (vision, NLP, conversational AI, document intelligence)
- Explore anomaly detection and knowledge mining use cases
- Apply responsible AI principles: fairness, reliability, and safety
- Understand privacy, security, inclusiveness, transparency, and accountability
2Fundamentals of Machine Learning+
- Understand regression, classification, and clustering
- Explore deep learning and neural network concepts
- Understand features, labels, training, and validation data
- Explore the core ML workload lifecycle from ingestion to deployment
3Azure Machine Learning Capabilities+
- Explore the Azure Machine Learning workspace
- Use Automated ML for model training
- Build pipelines with the Designer
- Understand data assets and compute management
4Computer Vision Workloads+
- Explore image classification and object detection
- Understand optical character recognition (OCR)
- Explore facial detection and analysis
- Understand semantic segmentation
5Azure AI Vision Services+
- Explore Azure AI Vision capabilities
- Use the Face service for detection and analysis
- Build custom models with Custom Vision
- Explore image analysis and spatial analysis APIs
6Natural Language Processing+
- Explore key phrase extraction and entity recognition
- Understand sentiment analysis and language detection
- Explore translation and speech-to-text capabilities
- Use Azure AI Language and Azure AI Speech services
7Generative AI Fundamentals+
- Explore large language model (LLM) concepts
- Understand prompt engineering basics
- Explore Azure OpenAI Service capabilities and use cases
- Apply responsible use practices for generative AI