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Course Outline
Introduction to Google Vertex AI for Government
- Overview of Google Vertex AI and its capabilities for government use
- Key features and benefits for developing AI models in the public sector
- Understanding the Vertex AI workflow for government applications
Setting Up Google Vertex AI for Government
- Creating a Google Cloud account and configuring Vertex AI for government operations
- Configuring the environment and managing resources to meet public sector requirements
- Exploring Vertex AI's interface and tools tailored for government use
Developing AI Models with Vertex AI for Government
- Data preparation and preprocessing techniques suitable for government datasets
- Training custom AI models using Vertex AI to address public sector challenges
- Evaluating model performance and accuracy in a government context
Deploying and Managing AI Models for Government
- Deployment strategies for AI models on the Google Cloud Platform to support public sector operations
- Monitoring and maintaining deployed models to ensure ongoing compliance and performance
- Scaling AI solutions to meet the dynamic demands of government agencies
Advanced Features and Optimization for Government
- Utilizing Vertex AI's advanced tools and services for enhanced public sector applications
- Optimizing model performance for specific government use cases
- Implementing best practices for model development and deployment in the public sector
Real-World Applications and Case Studies for Government
- Exploring use cases of Vertex AI in various government industries and departments
- Case studies of successful AI implementations within public sector organizations
- Discussion on challenges and lessons learned from government AI projects
Summary and Next Steps for Government
Requirements
- Basic understanding of artificial intelligence and machine learning concepts for government applications
- Familiarity with programming languages, with Python being highly recommended
- Experience with cloud platforms, with a preference for Google Cloud Platform
Audience
- Developers
- Data Scientists
- Technology Professionals
14 Hours
Testimonials (1)
Overall, the training was very informative, the trainer provided different use case scenario and exercises so we can be familiarized with the Vertex AI application.