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Introduction to GenAI System Design
Introduction to Generative AI System Design
Fundamental Concepts in GenAI
Preliminary Machine Learning Concepts
Evaluation Metrics for GenAI Systems
Parallelism in GenAI Models
Inference Optimization in GenAI Systems
Key Concepts in Designing GenAI Systems
Back-of-the-envelope Calculations
Back-of-the-envelope Calculations for the Model Training
Back-of-the-envelope Calculations for the Model Deployment
Systematic Framework for Designing GenAI Systems
A 6-Step Framework for Designing GenAI Systems
System Design of a Text-to-Text Generation System
Training Infrastructure of a Text-to-Text Generation System
Deploying the System Design of a Text-to-Text Generation System
Mock interview
ChatGPT
System Design of a Text-to-Image Generation System
Training Infrastructure of a Text-to-Image Generation System
Deploying the System Design of a Text-to-Image Generation System
Mock interview
DALL·E
System Design of a Text-to-Speech Generation System
Training Infrastructure of a Text-to-Speech Generation System
Deploying the System Design of a Text-to-Speech Generation Model
Mock interview
ElevenLabs
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
Mock interview
Sora
Conclusion
Wrapping Up GenAI System Design