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Course Outline
Introduction to Artificial Intelligence (AI) and Generative AI
- Overview of AI fundamentals and its impact on technological advancements for government operations.
- Examination of the basics of Generative AI and its various applications in public sector initiatives.
Deployment of Azure OpenAI Service
- Steps to set up an Azure OpenAI account for government use.
- Detailed understanding of Azure OpenAI quotas, pricing, and policies relevant to government agencies.
Working with Azure OpenAI Studio
- Navigation and utilization of the Azure OpenAI Studio interface for efficient model management.
- Deployment and administration of Large Language Models (LLMs) to support government operations.
Integrating AI Models into Applications
- Utilizing the Playground for testing and refining models in a controlled environment.
- Accessing and deploying models via Postman and Python APIs to enhance government applications.
- Introduction to ChatGPT and advanced Prompt Engineering techniques for effective communication solutions.
Advanced AI Techniques
- Fine-tuning AI models for specialized tasks within government operations.
- Generating images with DALL-E studio to support visual data representation.
- Understanding and deploying text embeddings to improve data analysis and reporting.
- Mastering Prompt Engineering to optimize model interaction for government use.
Combining AI Models
- Integrating text, image, and audio models to develop comprehensive applications for government services.
- Translating and generating text from audio using Whisper AI to enhance accessibility and communication.
Securing and Optimizing AI Implementations
- Implementing robust security measures for AI-powered chatbots in government systems.
- Utilizing content filters to ensure data integrity and compliance with regulatory standards.
Project: Development of AI-Powered Solutions
- Designing a web application that leverages Azure OpenAI models for government applications.
- Integrating diverse AI functionalities into a cohesive and effective system to support public sector operations.
Summary and Next Steps
Requirements
- Knowledge of cloud computing platforms for government applications
- Experience with Python programming
- No prior artificial intelligence experience required
Audience
- Artificial intelligence developers for government projects
- Enthusiasts interested in artificial intelligence for government use
14 Hours
Testimonials (2)
The interactive style, the exercises
Tamas Tutuntzisz
Course - Introduction to Prompt Engineering
A great repository of resources for future use, instructor's style (full of good sense of humor, great level of detail)