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

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