Grokking the Generative AI System Design

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1.Introduction to GenAI System Design
Introduction to Generative AI System Design
2.Fundamental Concepts in GenAI
Preliminary Machine Learning ConceptsEvaluation Metrics for GenAI SystemsParallelism in GenAI ModelsInference Optimization in GenAI SystemsKey Concepts in Designing GenAI Systems
Breakout Session
RAG and Finetuning
3.Back-of-the-envelope Calculations
Back-of-the-envelope Calculations for the Model TrainingBack-of-the-envelope Calculations for the Model Deployment
4.Systematic Framework for Designing GenAI Systems
A 6-Step Framework for Designing GenAI Systems
5.System Design of a Text-to-Text Generation System
Training Infrastructure of a Text-to-Text Generation SystemDeploying the System Design of a Text-to-Text Generation System
Mock Interview
Premium
ChatGPT
6.System Design of a Text-to-Image Generation System
Training Infrastructure of a Text-to-Image Generation SystemDeploying the System Design of a Text-to-Image Generation System
Mock Interview
Premium
DALL·E
7.System Design of a Text-to-Speech Generation System
Training Infrastructure of a Text-to-Speech Generation SystemDeploying the System Design of a Text-to-Speech Generation Model
Mock Interview
Premium
ElevenLabs
8.System Design of a Text-to-Video Generation System
Training Infrastructure of a Text-to-Video Generation SystemDeploying the System Design of a Text-to-Video Generation System
Mock Interview
Premium
Sora
9.System Design of am Image Captioning System
Training of an Image Captioning SystemDeployment of an Image Captioning System
10.Conclusion
Wrapping Up GenAI System Design