This is another excellent fundamentals book by the author of the 100-page ML and ML engineering books。 The initial chapters are particularly enjoyable， providing a concise overview of key concepts。 The chapter on transformers stands out as the best reference I’ve encountered in literature， offering readers a solid understanding of the underlying mechanisms。 Concepts like Self-Attention， MLP， and RoPE are introduced progressively with detailed examples。 While many insights and intuitions are embe This is another excellent fundamentals book by the author of the 100-page ML and ML engineering books。 The initial chapters are particularly enjoyable， providing a concise overview of key concepts。 The chapter on transformers stands out as the best reference I’ve encountered in literature， offering readers a solid understanding of the underlying mechanisms。 Concepts like Self-Attention， MLP， and RoPE are introduced progressively with detailed examples。 While many insights and intuitions are embedded within the coding examples， their placement is logical。 This book is a must-read for anyone looking to refresh their basics or just entering the field。 。。。more