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 Duration 14 hours

Course Outline

Foundations of Generative AI and Azure OpenAI

  • Current trends in AI and Generative AI.
  • Overview of available Azure OpenAI services.
  • Provisioning an Azure account and OpenAI service.

Exploring Azure OpenAI Studio and Playground

  • Navigating the Azure OpenAI Studio interface.
  • Testing various models via the Playground.
  • Evaluating the strengths and constraints of different models.

Connecting OpenAI with Java

  • Preparing the Java development workspace.
  • Interacting with Azure OpenAI through Java.
  • Developing and verifying AI features in Java code.
  • Introduction to ChatGPT and its Java integration.
  • Applying effective Prompt Engineering strategies.

Publishing AI Models as Web Apps

  • Building web interfaces using Java.
  • Embedding AI capabilities into web applications.
  • Strategies for optimal deployment and scalability.

Image Creation with DALL-E

  • Overview of DALL-E and image synthesis.
  • Using the DALL-E studio for visual content creation.
  • Generating images programmatically in Java.

Text Embeddings and Semantic Search

  • The mechanics of text embeddings.
  • Deploying embedding models in Java.
  • Constructing semantic search capabilities.

Audio Handling with Whisper AI

  • Fundamentals of AI-based audio processing.
  • Leveraging Whisper AI for speech recognition.
  • Managing audio translation and multilingual inputs.

Sophisticated AI Model Integration

  • Merging text and audio model capabilities.
  • Personalizing AI responses using user data.
  • Implementing keyword and vector-based search.
  • Refining interactions via ChatGPT and Prompt Engineering.

Security Measures and Model Tuning

  • Protecting AI-enabled applications.
  • Adjusting models for specific business needs.
  • Maintaining output quality with content filters.

Applied Practice Sessions

  • Practical labs based on real-world challenges.
  • Group projects and peer feedback sessions.
  • Capstone project: Developing a complete AI-driven Java application.

Wrap-up and Future Directions

Requirements

  • Solid foundation in Java programming.
  • Practical experience with RESTful APIs and web services.
  • Basic understanding of cloud computing principles.

Target Audience

  • Java developers.
  • Software engineers.
  • Enthusiasts of cloud technologies.

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