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Course Outline

Introduction to AI and Generative AI

  • Foundations of AI and its technological impact
  • Overview of Generative AI fundamentals and use cases

Deploying the Azure OpenAI Service

  • Provisioning an Azure OpenAI account
  • Insights into Azure OpenAI quotas, pricing structures, and policies

Utilizing Azure OpenAI Studio

  • Exploring the Azure OpenAI Studio interface
  • Deployment and management of Large Language Models (LLMs)

Integrating AI Models into Applications

  • Using the Playground to test models
  • Accessing and deploying models through Postman and Python APIs
  • Introduction to ChatGPT and Prompt Engineering methods

Advanced AI Techniques

  • Fine-tuning AI models for specific tasks
  • Creating images using the DALL-E studio
  • Understanding and implementing text embeddings
  • Enhancing model interaction through advanced Prompt Engineering

Combining AI Models

  • Integrating text, image, and audio models for comprehensive applications
  • Transcribing and generating text from audio using Whisper AI

Securing and Optimizing AI Solutions

  • Applying security protocols to AI-driven chatbots
  • Ensuring data integrity through content filtering

Project: Developing AI-Driven Solutions

  • Building a web application powered by Azure OpenAI models
  • Unifying diverse AI capabilities into a seamless system

Requirements

  • Familiarity with cloud computing platforms
  • Proficiency in Python programming
  • No previous AI background is necessary

Target Audience

  • AI developers
  • AI enthusiasts
 14 Hours

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