Understanding Generative AI in Cloud Computing: Services and Use Cases

Course details

Are you seeking an overview of cloud-based generative AI (GenAI) services? Join instructor David Linthicum in this introductory course as he covers the core concepts, tools, services, and common considerations at the intersection of generative AI and cloud computing. David covers agentic AI and generative AI in the cloud. He presents an overview of GenAI cloud-based services and features, examining numerous use cases across various industries–including business systems, art, music, video games, text and image generation, data augmentation, personalization, healthcare, robotics, and more. The course wraps up with coverage of advanced considerations, including security and ethics.

Concepts

Introduction

Cloud-based generative AI

Generative AI and Cloud Computing Basics

Introduction to cloud-based generative AI
The business value of generative AI on cloud platforms
New evolutions of generative AI in the cloud

Cloud-Based Services for Generative AI

Introduction to cloud-based storage and data management
Introduction to cloud-based tools for model training and deployment
Introduction to cloud-based APIs for generative AI
Introduction to cloud-based generative models for image and video data
Introduction to Generative Adversarial Networks (GANs) on the cloud
Challenge - Set up cloud services for generative AI
Solution - Set up cloud services for generative AI

Features of Cloud-Based Generative AI

Introduction to cloud-based generative AI models for text data
Overview of natural language processing (NLP) techniques for text generation
Cloud-based tools for training language models
Music modeling with recurrent neural networks (RNNs) on the cloud
MLOps and cloud-based generative AI on the cloud
The future of generative AI in the cloud

Cloud-Based Generative AI Use Cases

Art and music generation use case
Game development use case
Text generation use case
Image and video generation use case
Data augmentation use case
Personalization use case
Medical diagnosis use case
Robotics use case
Other emerging use cases
Challenge - Get creative with art
Solution - Get creative with art

Cloud-Based Generative AI Tools and Solutions

Amazon Bedrock
Google Cloud AI Platform
AI and Microsoft Azure
AI on IBM WatsonX
OpenAI
Demo - OpenAI API
Generative AI in the cloud - DevOps

Advanced Considerations

Edge computing and cloud-based generative AI
Federated learning for distributed generative models on the cloud
Security and privacy issues in cloud-based generative AI
Overview of generative AI ethics in the cloud
Data science and generative AI in the cloud
What can go wrong when using GenAI on the cloud
Bias monitoring and transparency for generative AI in the cloud
Challenge - Generative AI on the edge of clouds
Solution - Generative AI on the edge of clouds

Agentic AI and Generative AI in the Cloud

Overview of agentic AI in the cloud
Linked between generative AI and agentic AI
Multi-AI agent deployment on the cloud
Agentic AI tools for generative AI development in the cloud
Challenge - Agentic AI use case
Solution - Agentic AI use case

Conclusion

Trying out cloud-based generative AI