Explore the design of scalable generative AI systems guided by a structured framework and real-world systems in text, image, audio, and video generation.
Intermediate
16 Lessons
3h 30min
Certificate of Completion
Explore the design of scalable generative AI systems guided by a structured framework and real-world systems in text, image, audio, and video generation.
AI-POWERED
AI-POWERED
This course includes
This course includes
Course Overview
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-speec...Show More
TAKEAWAY SKILLS
Generative AI
System Design
What You'll Learn
An understanding of foundational generative AI (GenAI) and distributed machine learning (DML) concepts
An understanding of a 6-step framework (SCALED) to design large-scale GenAI systems
Familiarity with estimating computational resources for training and deploying GenAI systems
The ability to evaluate and improve the performance and accuracy of GenAI models
An understanding of the core services driving real-world GenAI applications
The ability to develop systems for contextual responses and tailored user experiences
Hands-on experience designing robust and scalable architectures to deploy GenAI models for production environments
What You'll Learn
An understanding of foundational generative AI (GenAI) and distributed machine learning (DML) concepts
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Course Content
Introduction to GenAI System Design
Fundamental Concepts in GenAI
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
2 Lessons
System Design of a Text-to-Video Generation System
2 Lessons
Conclusion
1 Lesson
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