……我得承认 fast.ai 确实有点……太快了……但这也是他们家的一贯风格。如果你完全没有深厚的数学背景，又想稍微深入一点学学 ML，那我推荐 Luis Serrano 写的一本书，叫《Grokking Machine Learning》（图解机器学习）。作者特别善于表达，能用大白话把专业术语讲得浅显易懂。里面的大部分东西我本来就已经掌握了……
…I will admit that fast.ai goes a little ... fast ... but that is kind of their thing. If you do not have any math-heavy background and want to learn ML at a little deeper level there is a book titled "Grokking Machine Learning" by Luis Serrano that I would recommend. The author is a good communicator and uses non-technical language to explain technical terms in a way that is easy to understand. I mostly already knew everything…
我非常喜欢 Luis Serrano 写的《Grokking Machine Learning》。[1] 它从高中数学水平讲起，上手提速简直不要太轻松！[1] https://www.manning.com/books/grokking-machine-learning
I really liked Grokking Machine Learning by Luis Serrano. [1] It builds from a highschool math level, which made it really easy to get up to speed! [1] https://www.manning.com/books/grokking-machine-learning
这几位都很牛，可惜 Sutton 和 Barto 写的强化学习那本书实在很烂。你还不如去看 Trask 写的《Grokking Machine Learning》（注：可能指 Grokking Deep Learning），然后再花几个月去自己复现一些 ML 论文。
These guys are great but unfortunately the ai sutton and barto book is really bad. You would do better with Grokking Machine Learning by trask, and then a couple months of implementing ml papers.
……Structures in Action (MEAP) Algorithms of the Intelligent Web 2e Data Science with Python and Dask Data Wrangling with Javascript Get Programming with Haskell Grokking Algorithms Grokking Bitcoin Grokking Machine Learning (MEAP) Machine Learning in Action Math and Architectures of Deep Learning (MEAP) Math for Programmers Modern Fortran Practical Data Science with R 2e Practical Recommender Systems Quantum Computing……
…Structures in Action (MEAP) Algorithms of the Intelligent Web 2e Data Science with Python and Dask Data Wrangling with Javascript Get Programming with Haskell Grokking Algorithms Grokking Bitcoin Grokking Machine Learning (MEAP) Machine Learning in Action Math and Architectures of Deep Learning (MEAP) Math for Programmers Modern Fortran Practical Data Science with R 2e Practical Recommender Systems Quantum Computing…
…and cover the basic math and theory of machine learning and some deep learning. If that answer your question. Although the content is probably a mix of video and pdf (exercise material) There's also "Grokking Machine Learning" by Serrano, which I haven't read, but seems relevant to your question as well > Discover valuable machine learning techniques you can understand and apply using just high-school math.
……我得承认 fast.ai 确实有点……太快了……但这也是他们家的一贯风格。如果你完全没有深厚的数学背景，又想稍微深入一点学学 ML，那我推荐 Luis Serrano 写的一本书，叫《Grokking Machine Learning》（图解机器学习）。作者特别善于表达，能用大白话把专业术语讲得浅显易懂。里面的大部分东西我本来就已经掌握了……
…I will admit that fast.ai goes a little ... fast ... but that is kind of their thing. If you do not have any math-heavy background and want to learn ML at a little deeper level there is a book titled "Grokking Machine Learning" by Luis Serrano that I would recommend. The author is a good communicator and uses non-technical language to explain technical terms in a way that is easy to understand. I mostly already knew everything…
我非常喜欢 Luis Serrano 写的《Grokking Machine Learning》。[1] 它从高中数学水平讲起，上手提速简直不要太轻松！[1] https://www.manning.com/books/grokking-machine-learning
I really liked Grokking Machine Learning by Luis Serrano. [1] It builds from a highschool math level, which made it really easy to get up to speed! [1] https://www.manning.com/books/grokking-machine-learning
就是这本书给了我所需的理论基础，让我彻底吃透（grok）了 HN 上的大部分推荐：《Grokking Machine Learning》这本书。
This gave me the theoretical foundation I needed to grok most of the recs on HN:Grokking Machine Learning book.
这几位都很牛，可惜 Sutton 和 Barto 写的强化学习那本书实在很烂。你还不如去看 Trask 写的《Grokking Machine Learning》（注：可能指 Grokking Deep Learning），然后再花几个月去自己复现一些 ML 论文。
These guys are great but unfortunately the ai sutton and barto book is really bad. You would do better with Grokking Machine Learning by trask, and then a couple months of implementing ml papers.
……Structures in Action (MEAP) Algorithms of the Intelligent Web 2e Data Science with Python and Dask Data Wrangling with Javascript Get Programming with Haskell Grokking Algorithms Grokking Bitcoin Grokking Machine Learning (MEAP) Machine Learning in Action Math and Architectures of Deep Learning (MEAP) Math for Programmers Modern Fortran Practical Data Science with R 2e Practical Recommender Systems Quantum Computing……
…Structures in Action (MEAP) Algorithms of the Intelligent Web 2e Data Science with Python and Dask Data Wrangling with Javascript Get Programming with Haskell Grokking Algorithms Grokking Bitcoin Grokking Machine Learning (MEAP) Machine Learning in Action Math and Architectures of Deep Learning (MEAP) Math for Programmers Modern Fortran Practical Data Science with R 2e Practical Recommender Systems Quantum Computing…
……而且涵盖了机器学习以及部分深度学习的基础数学和理论。希望这解答了你的疑问。虽然内容可能是视频和 pdf（练习材料）混合的形式。另外还有一本 Serrano 写的《Grokking Machine Learning》，我还没读过，但看着也很契合你的问题 > 探索宝贵的机器学习技术，只需高中数学就能理解并应用。
…and cover the basic math and theory of machine learning and some deep learning. If that answer your question. Although the content is probably a mix of video and pdf (exercise material) There's also "Grokking Machine Learning" by Serrano, which I haven't read, but seems relevant to your question as well > Discover valuable machine learning techniques you can understand and apply using just high-school math.