Thank you for sending your enquiry! One of our team members will contact you shortly.
Thank you for sending your booking! One of our team members will contact you shortly.
Duration 14 hours
Course Outline
Azure Machine Learning Fundamentals
- Introduction to AML features and architectural design
- Understanding end-to-end workflows via Azure ML pipelines
- Navigating the Azure Machine Learning Studio interface
Data Preparation and Modeling
- Data preprocessing and preparation
- Model construction
- Training and testing procedures
Model Evaluation and Robustness
- Applying validation metrics to ML models
- Strategies for handling and preventing overfitting
Model Management and Deployment
- Registering trained models
- Creating model images
- Deployment strategies
OpenAI API Basics on Azure
- Overview of the OpenAI API
- Configuring API settings and authentication
Retrieval and Application Integration
- Managing documents with AI Search
- Integrating OpenAI models into existing applications
Customization and Production Practices
- Model fine-tuning and customization techniques
- Best practices for production environments
Summary and Next Steps
Requirements
- Familiarity with Python and fundamental machine learning principles
- Practical experience with REST APIs or SDKs
- Basic knowledge of Azure services
Target Audience
- Data scientists and ML engineers
- Application developers implementing AI features
- Technical leads and solution architects
