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Grokking the Generative AI System Design

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.

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Explanations

Prompt

AI-POWERED

Explanations

Prompt

This course includes

5 AI Prompts

14 Quizzes

Course Overview

What You'll Learn

Course Content

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

This course will prepare you to design generative AI systems with a practical and structured approach. You will begin by explori...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

An understanding of foundational generative AI (GenAI) and distributed machine learning (DML) concepts

Course Content

Introduction to GenAI System Design

1 Lessons

Explore generative AI System Design, merging DML, and System Design principles for creating GenAI applications.

Introduction to Generative AI System Design

Fundamental Concepts in GenAI

5 Lessons

Master foundational concepts, evaluation metrics, and optimization techniques for Generative AI systems.

Preliminary Machine Learning Concepts

Evaluation Metrics for GenAI Systems

Parallelism in GenAI Models

Inference Optimization in GenAI Systems

Key Concepts in Designing GenAI Systems

Systematic Framework for Designing GenAI Systems

1 Lessons

Learn a systematic 6-step framework for designing impactful GenAI systems.

A 6-Step Framework for Designing GenAI Systems

System Design of a Text-to-Text Generation System

2 Lessons

Explore the training and deployment of System Design of an efficient conversational AI system.

Training Infrastructure of a Text-to-Text Generation System

Deploying the System Design of a Text-to-Text Generation System

System Design of a Text-to-Image Generation System

2 Lessons

Explore the training and deployment of System Design of a robust image generation system.

Training Infrastructure of a Text-to-Image Generation System

Deploying the System Design of a Text-to-Image Generation System

System Design of a Text-to-Speech Generation System

2 Lessons

Explore the training and deployment of System Design of a realistic speech generation system.

Training Infrastructure of a Text-to-Speech Generation System

Deploying the System Design of a Text-to-Speech Generation Model

System Design of a Text-to-Video Generation System

2 Lessons

Explore the training and deployment of System Design of a text-to-video generation system.

Training Infrastructure of a Text-to-Video Generation System

Deploying the System Design of a Text-to-Video Generation System

Conclusion

1 Lessons

Understand key takeaways from the GenAI System Design course and explore the next steps.

Wrapping Up GenAI System Design

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