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
30 Lessons
4h
Updated today
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
GenAI System Design is emerging as its own interview category at top tech companies, distinct from traditional ML System Design. The questions are different, the architectures are different, and the scale considerations (GPU compute, parallelism, inference optimization) require their own mental models. Having spent years researching adaptive AI systems and neural networks – and now leading the creation of learning content at Educative – I designed this course to bridge that gap between understanding generat...Show More
TAKEAWAY SKILLS
Generative Ai
System Design
What You'll Learn
Apply the SCALED framework — a 6-step methodology for designing large-scale Generative AI systems
Design real-world GenAI systems across four modalities: text-to-text (ChatGPT), text-to-image (DALL·E), text-to-speech (ElevenLabs), and text-to-video (SORA)
Estimate computational resources for training and deploying LLMs and other generative models at scale
Evaluate GenAI model performance using targeted metrics and optimization techniques
Apply foundational concepts: neural networks, transformers, tokenization, embeddings, RAG, and fine-tuning
Practice with 4 mock interviews covering end-to-end GenAI System Design problems
What You'll Learn
Apply the SCALED framework — a 6-step methodology for designing large-scale Generative AI systems
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Course Content
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
2 Lessons
System Design of a Text-to-Speech Generation System
2 Lessons
System Design of a Text-to-Video Generation System
2 Lessons
System Design of an Image Captioning System
2 Lessons
Conclusion
1 Lesson
Free GenAI System Design Lessons
9 Lessons
Course Author
Trusted by 1.4 million developers working at companies
Anthony Walker
@_webarchitect_
Emma Bostian 🐞
@EmmaBostian
Evan Dunbar
ML Engineer
Carlos Matias La Borde
Software Developer
Souvik Kundu
Front-end Developer
Vinay Krishnaiah
Software Developer
Eric Downs
Musician/Entrepeneur
Kenan Eyvazov
DevOps Engineer
Anthony Walker
@_webarchitect_
Emma Bostian 🐞
@EmmaBostian
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