Course Outline

Introduction to Generative AI and Azure OpenAI

  • The landscape of AI and Generative AI
  • Overview of Azure OpenAI services
  • Setting up an Azure account and OpenAI service

Working with Azure OpenAI Studio and Playground

  • Navigating Azure OpenAI Studio
  • Experimenting with models in the Playground
  • Understanding model capabilities and limitations

Integrating OpenAI with Java

  • Setting up the Java development environment
  • Accessing Azure OpenAI using Java
  • Building and testing AI features in Java applications
  • Introduction to ChatGPT and its integration with Java
  • Understanding and applying Prompt Engineering techniques

Deploying AI Models as Web Applications

  • Creating web applications with Java
  • Embedding AI functionalities in web apps
  • Best practices for deployment and scaling

Image Generation with DALL-E

  • Introduction to DALL-E and image generation
  • Using DALL-E studio to create images
  • Generating images from Java code

Text Embeddings and Semantic Search

  • Understanding text embeddings
  • Implementing embedding models in Java
  • Building semantic search features

Voice Processing with Whisper AI

  • Basics of audio processing with AI
  • Using Whisper AI for speech-to-text
  • Audio translation and multilingual support

Advanced AI Model Integration

  • Combining text and audio models
  • Personalizing AI interactions with user data
  • Implementing keyword and vector search
  • Enhancing interactions with ChatGPT and Prompt Engineering

Security and Fine-Tuning

  • Securing AI-powered applications
  • Fine-tuning models for specific use cases
  • Using content filters to maintain quality

Practical Sessions

  • Hands-on labs with real-world scenarios
  • Collaborative projects and peer reviews
  • Capstone project: Building an AI-powered Java application

Summary and Next Steps

Requirements

  • An understanding of Java programming
  • Experience with RESTful APIs and web services
  • Familiarity with cloud computing concepts

Audience

  • Java developers
  • Software engineers
  • Cloud enthusiasts
 14 Hours

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