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Price: 3775.00 RUB
Master the Machine Learning Interview: Peng Shao’s FAANG Guide
Preparing for a machine learning interview at top tech companies? This book by Peng Shao delivers a structured, practical roadmap to ace the process. Covering 151 real questions from FAANG-level interviews, it guides you from core ML concepts and programming fundamentals to advanced system design and infrastructure.
The book doesn’t just list questions—it offers strategies for answering typical queries, handling phone screens, and navigating deep model discussions. You’ll learn how to build and clean datasets, tackle imbalanced labels or unlabeled data, perform feature selection, and implement reservoir sampling. Real-world exercises include constructing a co-occurrence matrix from text corpora and designing recommendation systems for platforms like YouTube or Amazon.
Whether you’re a beginner or an experienced practitioner, this resource combines theory, practice, and insider insights. It helps you confidently address challenges like data collection pitfalls, model evaluation, and deployment considerations. With clear explanations and actionable advice, it’s a reliable companion for anyone serious about breaking into or advancing in machine learning roles.
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