终极算法
The Master Algorithm
Pedro Domingos · 初版 2015 年
23人推荐
40位读者提及
54次提及
为什么值得读
- 系统梳理了机器学习内部五大技术学派的脉络
- 深入探讨如何融合不同AI分支构建终极学习机器
- 面向大众读者全景式展现机器学习的技术版图
在全球顶尖的研究实验室与高校中，一场发明终极学习算法的竞赛正悄然上演：这种算法能够从数据中挖掘出任何知识，并在我们开口之前就完成我们所希望的一切。在 The Master Algorithm 中，Pedro Domingos 揭开神秘面纱，带领我们一窥驱动 Google、Amazon 以及智能手机的学习机器内部。他勾勒了未来通用学习者——Master Algorithm 的蓝图，并探讨了它对商业、科学和社会的影响。如果说数据主义是当今的哲学，那么这本书就是它的圣经。
Hacker News 上怎么说
正在加载完整评论……
……统计机器学习，而这正是如今大多数酷炫玩意儿底层的实现路径。那依然是一本好书，但我更推荐一条侧重机器学习的路线：- 《主算法》（The Master Algorithm）：面向大众读者，能帮你建立全局视野 - 塞巴斯蒂安·拉施卡（Sebastian Raschka）的《Python 机器学习》（Python Machine Learning）：能让你掌握使用 Python、scikit-learn、numpy、jupyter notebooks、pandas 等的实战技能……
…statistical machine learning, which is the approach that underlies most of the cool stuff these days. It's still a great book, but I'd instead recommend a path that focuses on machine learning: - The Master Algorithm: made for a general audience, gives you a lay of the land - Python Machine Learning by Sebastian Raschka: gives you practical skills using python, scikit-learn, numpy, jupyter notebooks, pandas etc.…
可以试试《超级智能》（Superintelligence）- 尼克·博斯特罗姆（Nick Bostrom，读起来很过瘾——几乎每一页都有独到的新见解）或者佩德罗·多明戈斯（Pedro Domingos）的《主算法》（The Master Algorithm，读起来更硬核一些）
Try Superintelligence - Nick Bostrom (very enjoyable - with a new original thought on every page) OR Pedro Domingos, The Master Algorithm (more difficult to read)
你可能会喜欢《主算法》（The Master Algorithm）：http://www.amazon.com/Master-Algorithm-Ultimate-Learning-Mac...
You may enjoy The Master Algorithm: http://www.amazon.com/Master-Algorithm-Ultimate-Learning-Mac...
你读过佩德罗·多明戈斯 [1] 的《主算法：探寻终极学习算法将如何重塑我们的世界》（The Master Algorithm: How the Quest for the Ultimate Learning Machine Will Remake Our World）吗？真该读读。它直接探讨了融合 AI 不同学派这一思路。[1] http://homes.cs.washington.edu/~pedrod/
Have you read Pedro Domingos's[1] "The Master Algorithm: How the Quest for the Ultimate Learning Machine Will Remake Our World"? You should. It directly addresses the idea of blending different fields of AI. [1] http://homes.cs.washington.edu/~pedrod/
奇了怪了。我昨天刚投了这个链接。肯定是当时大小写搞错坑了我：https://news.ycombinator.com/item?id=10630551 话说回来，刚读完佩德罗·多明戈斯的《主算法》（The Master Algorithm）。读起来太棒了。对我来说最有意思的部分是他对机器学习五大学派的盘点：符号主义、连接主义、进化学派、贝叶斯学派和类推学派。在……
Weird. I submitted this yesterday. Must have been the capitalization that got me: https://news.ycombinator.com/item?id=10630551 Anyway, just read "The Master Algorithm" by Pedro Domingoes. Fantastic read. The most interesting part to me was his survey of the five tribes of machine learning: symbolists, connectionists, geneticists, Bayesians and analogists. After…
……深度学习就是 AI 技术的终极答案。它在很多方面确实非常强大，但我认为 DL 研究人员很清楚 DL 做不到/不擅长什么。看看最近出的那本《主算法》（The Master Algorithm），它详细拆解了要打造一个真正的通用学习算法需要什么：如果你赞同作者的论点，深度学习（或类似的东西）仅仅是庞大……中的一环而已
…deep learning is the be-all end-all of AI techniques. It's VERY powerful for a lot of things, but I think DL researchers are aware of things DL doesn't do / isn't good at. Look at the recent book The Master Algorithm which breaks down a lot of what it would take to create a truly general purpose learning algorithm: If you believe the author's thesis, Deep Learning (or something like that) is just one piece of a much…