……刚读完这本书，虽然年代有点久，但如果你纯粹为了 CS 用途去学范畴论，这绝对是毫无争议的最佳入门书，因为它致力于展示如何应用这些概念。极其精炼（~70 页）。 # 马尔可夫逻辑：人工智能的接口层（Markov Logic: An Interface Layer for Artificial Intelligence） https://www.amazon.com/Markov-Logic-Interface-Artificial-Int... 你有没有好奇过机器学习和逻辑学之间到底是什么关系？如果……
…done with the book but despite it's age, hands down best intro to category theory if you care about it only for CS purposes as it tries to show how to apply the concepts. Very concise (~70 pages). # Markov Logic: An Interface Layer for Artificial Intelligence https://www.amazon.com/Markov-Logic-Interface-Artificial-Int... Have you ever wondered what's the relationship between machine learning and logic? If…
The linked book covers it, but it is 90 pages. From a quick read, plain HMMs don't handle words that have never been seen before well. Markov Logic networks are equivalent of CRFs (pg 22).
……刚读完这本书，虽然年代有点久，但如果你纯粹为了 CS 用途去学范畴论，这绝对是毫无争议的最佳入门书，因为它致力于展示如何应用这些概念。极其精炼（~70 页）。 # 马尔可夫逻辑：人工智能的接口层（Markov Logic: An Interface Layer for Artificial Intelligence） https://www.amazon.com/Markov-Logic-Interface-Artificial-Int... 你有没有好奇过机器学习和逻辑学之间到底是什么关系？如果……
…done with the book but despite it's age, hands down best intro to category theory if you care about it only for CS purposes as it tries to show how to apply the concepts. Very concise (~70 pages). # Markov Logic: An Interface Layer for Artificial Intelligence https://www.amazon.com/Markov-Logic-Interface-Artificial-Int... Have you ever wondered what's the relationship between machine learning and logic? If…
链接里那本书讲到了这点，但它有 90 页。粗略扫了一眼，普通的 HMM 处理从没见过的生词效果并不好。马尔可夫逻辑网络（Markov Logic networks）其实就等价于 CRF（第 22 页）。
The linked book covers it, but it is 90 pages. From a quick read, plain HMMs don't handle words that have never been seen before well. Markov Logic networks are equivalent of CRFs (pg 22).