如何系统型地学习深度学习？ - 知乎
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我这里实名推荐李沐等人写的dive into deep learning； 这本书深入浅出，逻辑清晰，该有的数学推导也不含糊，历史介绍也全面。除了在工业应用（nlp, recommendation）的那几个章节说的稍微有些简单且概括之外（不过到了这一步也应该是自己看paper或者搜索专门的文章），几乎没有啥大问题。
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