This course is designed for professionals who want to build and deploy AI-powered applications using Microsoft Azure. It covers a wide range of Azure AI services including natural language processing (NLP), computer vision, and conversational AI. Participants will gain hands-on experience with Azure Cognitive Services, Azure Machine Learning, and other integrated tools to architect, train, and operationalize AI models in a cloud environment.
Day 1: Introduction to Azure AI and Cognitive Services
Session 1: Overview of Azure AI Capabilities
Introduction to Azure AI tools and architecture
Use cases and solution design
Session 2: Cognitive Services for Vision and Language
Using prebuilt models (OCR, Face API, Language Detection)
Custom vision and language model training
Day 2: Natural Language Processing and Text Analytics
Session 1: Language Understanding and Text Mining
Azure Language Services
Sentiment analysis, key phrase extraction, entity recognition
Session 2: Conversational AI with Azure Bot Services
Designing and building chatbots
Integrating with LUIS and Azure OpenAI
Day 3: Azure Machine Learning for Model Development
Session 1: Azure ML Workspace and Pipelines
Data ingestion, labeling, and training
Experiment tracking and compute management
Session 2: Custom Model Training and Evaluation
Scikit-learn, PyTorch, TensorFlow in Azure ML
AutoML and responsible AI practices
Day 4: Deployment and Monitoring of AI Solutions
Session 1: Operationalizing AI Models in Azure
Model registration and deployment endpoints
Versioning and lifecycle management
Session 2: Monitoring, Scaling, and Cost Optimization
Logging, metrics, and performance tuning
Scaling across regions and optimizing inference costs
We are open to customizing this program to align with your specific learning objectives. If your team has particular goals or areas they wish to focus on, we would be happy to tailor the course outline to meet those needs and ensure the program supports the achievement of your desired outcomes.
This course is designed for professionals who want to build and deploy AI-powered applications using Microsoft Azure.
This course prepares IT professionals to effectively deploy, configure, secure, and manage endpoints within a Microsoft 365 environment.
This course is designed for experienced IT professionals who aim to become Azure Solutions Architects.