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Course Outline

Introduction to Generative Artificial Intelligence and Azure OpenAI

  • Current state of AI and Generative AI technologies
  • Summary of Azure OpenAI services
  • Configuring Azure accounts and OpenAI services

Utilizing Azure OpenAI Studio and Playground

  • Navigation within Azure OpenAI Studio
  • Model experimentation in the Playground environment
  • Assessing model capabilities and constraints

Integrating OpenAI with Java

  • Java development environment setup
  • Java-based access to Azure OpenAI
  • Development and testing of AI features in Java applications
  • ChatGPT introduction and Java integration
  • Application of Prompt Engineering methodologies

Deploying AI Models as Web Applications

  • Java-based web application development
  • Incorporation of AI functionalities into web applications
  • Deployment and scaling best practices

Image Generation via DALL-E

  • DALL-E and image generation overview
  • Image creation using DALL-E studio
  • Image generation through Java code

Text Embeddings and Semantic Search

  • Concepts of text embeddings
  • Java implementation of embedding models
  • Development of semantic search capabilities

Voice Processing with Whisper AI

  • Fundamentals of AI-based audio processing
  • Whisper AI application for speech-to-text
  • Audio translation and multilingual capabilities

Advanced AI Model Integration

  • Integration of text and audio models
  • Personalization of AI interactions using user data
  • Implementation of keyword and vector search
  • Enhancement of ChatGPT interactions and Prompt Engineering

Security and Fine-Tuning

  • Security measures for AI-powered applications
  • Model fine-tuning for specific operational needs
  • Use of content filters to ensure quality

Practical Sessions

  • Hands-on labs with operational scenarios
  • Collaborative projects and peer evaluations
  • Capstone project: Development of an AI-powered Java application

Conclusion and Recommendations

Requirements

  • Proficiency in Java programming
  • Practical experience with RESTful APIs and web services
  • Knowledge of cloud computing architectures and concepts

Target Audience

  • Java developers
  • Software engineers
  • Cloud technology professionals
 14 Hours

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