Explore the design of scalable generative AI systems guided by a structured framework and real-world systems in text, image, audio, and video generation.

This course will prepare you to design generative AI systems with a practical and structured approach. You will begin by exploring the foundational concepts, such as neural networks, transformers, tokenization, embedding, etc. This course introduces a 6-step SCALED framework, a systematic approach to designing robust GenAI systems.

Next, through real-world case studies, you will immerse into the design of GenAI systems like text-to-text (e.g., ChatGPT), text-to-image (e.g., Stable Diffusion), text-to-speech (e.g., ElevenLabs), and text-to-video (e.g., SORA). This course describes these systems from a user-focused perspective, emphasizing how user inputs interact with backend processes.

Whether you are an ML/software engineer, AI enthusiast, or manager, this course will equip you to design, train, and deploy generative AI models for various use cases. You will gain confidence to approach new challenges in GenAI and leverage advanced techniques to create impactful solutions.

Grokking the Generative AI System Design

Grok-1, xAI’s first model, took an estimated 7 months to develop, showcasing the remarkable potential of GenAI System Design.

# Generative AI System Design

## Introduction to Generative AI System Design 

- What is Generative AI System Design?
- Who is this course for?
- Pre-requsisites for GenAI System Design
- What will you learn

## Fundamental Concepts in GenAI
- Preliminary Machine Learning Concepts
- Evaluating GenAI Systems
- Parallelism in GenAI Models
- Inference Optimization in GenAI Systems
- Key Concepts in Designing GenAI Systems

## Systematic Framework for Designing GenAI Systems
- A 6-Step Framework for Designing GenAI Systems

## Case Studies – GenAI System Design
### System Design of a Text-to-Text Generation System 
- Training Infrastructure of a Text-to-Text Generation System
- Deployment System Design of a Text-to-Text Generation System

### System Design of a Text-to-Image Generation System 
- Training Infrastructure of a Text-to-Image Generation System
- Deployment System Design of a Text-to-Image Generation System

### System Design of a Text-to-Speech Generation System 
- Training Infrastructure of a Text-to-Speech Generation System
- Deployment System Design of a Text-to-Speech Generation System

### System Design of a Text-to-Video Generation System 
- Training Infrastructure of a Text-to-Video Generation System
- Deployment System Design of a Text-to-Video Generation System

## Conclusion 
- Wrapping up GenAI System Design

Discover generative AI System Design, its key components, and course structure.


Introduction to Generative AI System Design

Discover generative AI System Design, its key components, and course structure.

Introduction to GenAI System Design

Fundamental Concepts in GenAI

Back-of-the-envelope Calculations

Systematic Framework for Designing GenAI Systems

System Design of a Text-to-Text Generation System

System Design of a Text-to-Image Generation System

System Design of a Text-to-Speech Generation System

System Design of a Text-to-Video Generation System

Conclusion

Introduction to Generative AI System Design