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Machine learning system design interviews are the most difficult to tackle of all technical interview questions. This book provides a reliable strategy and knowledge base for approaching a broad range of ML system design questions. It provides a step-by-step framework for tackling an ML system design question. It includes many real-world examples to illustrate the systematic approach, with detailed steps you can follow.This book is an essential resource for anyone interested in ML system design, whether they are beginners or experienced engineers. Meanwhile, if you need to prepare for an ML interview, this book is specifically written for you.What’s inside?- An insider’s take on what interviewers really look for and why.- A 7-step framework for solving any ML system design interview question.- 10 real ML system design interview questions with detailed solutions.- 211 diagrams that visually explain how various systems work.Table Of ContentsChapter 1 Introduction and OverviewChapter 2 Visual Search SystemChapter 3 Google Street View Blurring SystemChapter 4 YouTube Video SearchChapter 5 Harmful Content DetectionChapter 6 Video Recommendation SystemChapter 7 Event Recommendation SystemChapter 8 Ad Click Prediction on Social PlatformsChapter 9 Similar Listings on Vacation Rental PlatformsChapter 10 Personalized News FeedChapter 11 People You May Know Read more

Designing generative AI (GenAI) systems for interviews can be complex and challenging. This book offers a clear and structured approach to help you tackle a wide range of GenAI system design questions. It provides a practical framework and real-world examples to make learning these concepts easier.This book complements our ML System Design Interview book. While the first book focuses on topics such as search and recommendation systems, this one centers on generative systems, with detailed examples and explanations to help you understand how GenAI systems are built in practice.What’s inside?- An insider’s perspective on what interviewers are truly looking for and why.- A 7-step framework to help you tackle GenAI system design interview questions.- 10 real-world GenAI system design questions with in-depth solutions.- 280+ diagrams to demystify complex GenAI systems.Table Of ContentsChapter 1 Introduction and OverviewChapter 2 Gmail Smart ComposeChapter 3 Google TranslateChapter 4 ChatGPT: Personal Assistant ChatbotChapter 5 Image CaptioningChapter 6 Retrieval-Augmented GenerationChapter 7 Realistic Face GenerationChapter 8 High-Resolution Image SynthesisChapter 9 Text-to-Image GenerationChapter 10 Personalized Headshot GenerationChapter 11 Text-to-Video Generation Read more