…Kleppman. It’s one of the best tech reference books I’ve ever read. It manages to explain SO much while requiring so little prior knowledge from readers. Another book that is relatively new that I loved was Designing Machine Learning Systems by Chip Huyen. I worked in productionizing ML systems for 3 years and this book equips you with exactly what you need to do so. It does a great job of explaining the whole ML modeling pipeline and some…
经典之作 - Ian Goodfellow、Yoshua Bengio 和 Aaron Courville 合著的《Deep Learning》 - Judea Pearl 和 Dana Mackenzie 合著的《The Book of Why: The New Science of Cause and Effect》 - Chip Huyen 写的《Designing Machine Learning Systems》 - Pedro Domingo 写的《The Master Algorithm: How the Quest for the Ultimate Learning Machine Will Remake Our World》 新视角（2023 年出版的新书） - 《The Worlds I See: Curiosity, Exploration,…
Classics - Deep Learning by Ian Goodfellow, Yoshua Bengio, and Aaron Courville - The Book of Why: The New Science of Cause and Effect by Judea Pearl, Dana Mackenzie - Designing Machine Learning Systems by Chip Huyen - The Master Algorithm: How the Quest for the Ultimate Learning Machine Will Remake Our World by Pedro Domingo Fresh look (books published in 2023) - The Worlds I See: Curiosity, Exploration,…
……Snap 的 MLE Tech Lead，并为 Snap 的生成式 AI 基础设施奠定了一些基础。我强烈推荐 MLE 方向，这是一条回报丰厚的职业道路。这本书是非常好的将机器学习系统落地到生产环境的设计入门：https://www.amazon.com/Designing-Machine-Learning-Systems-Pr... 同一位作者写的这篇博客也非常值得推荐，适合作为构建生产级 AI 和 ML 系统的入门读物：https://huyenchip.com/2023/04/11/llm-engineering.html……
…MLE Tech Lead at Snap and laid some of the foundations of the generative AI infra at Snap. I would highly recommend MLE route as a very rewarding career path. This book is a very good introduction to designing Machine Learning Systems for production: https://www.amazon.com/Designing-Machine-Learning-Systems-Pr... This blog by the same author is highly recommended as an intro into building production grade AI and ML systems: https://huyenchip.com/2023/04/11/llm-engineering.html…
A good related book is 'Designing Machine Learning Systems' by Chip Huyen which covers similar topics: https://www.oreilly.com/library/view/designing-machine-learn...
Simon Prince 的《Understanding Deep Learning》。在所有 ML 书籍中，它对许多相互关联的概念做了极好的梳理，而且讲解得通俗易懂。另外 Chip Huyen 的《Designing Machine Learning Systems》看起来也很有前景，非常注重实操（是一位极其投入的从业者的经验总结）。它给出了可落地的建议，并提供了真实的行业洞察。不过我还没读完就是了
„Understanding Deep Learning” by Simon Prince Among all ML books, it’s a really good overview of many concepts connected one to another and spelled out in easy to grasp way Also „Designing Machine Learning Systems” by Chip Huyen looks really promising and very hands-on (lessons learned by very committed practitioner). It gives actionable tips and provides real life insights. I haven’t finished reading it yet though
……Kleppman。这是我读过最好的技术参考书之一。它在对读者的前置知识要求极低的前提下，竟然能讲清楚那么多东西。另一本我非常喜欢的相对较新的书是 Chip Huyen 写的《Designing Machine Learning Systems》。我在机器学习系统落地生产环境方面工作了 3 年，这本书刚好为你提供了做这项工作所需的一切。它在讲解整个 ML 建模 pipeline 以及一些……
…Kleppman. It’s one of the best tech reference books I’ve ever read. It manages to explain SO much while requiring so little prior knowledge from readers. Another book that is relatively new that I loved was Designing Machine Learning Systems by Chip Huyen. I worked in productionizing ML systems for 3 years and this book equips you with exactly what you need to do so. It does a great job of explaining the whole ML modeling pipeline and some…
Chip Huyen 写的《Designing Machine Learning Systems》是该领域非常不错的参考资料
Designing machine learning systems by Chip Huyen is a good resource on the subject
经典之作 - Ian Goodfellow、Yoshua Bengio 和 Aaron Courville 合著的《Deep Learning》 - Judea Pearl 和 Dana Mackenzie 合著的《The Book of Why: The New Science of Cause and Effect》 - Chip Huyen 写的《Designing Machine Learning Systems》 - Pedro Domingo 写的《The Master Algorithm: How the Quest for the Ultimate Learning Machine Will Remake Our World》 新视角（2023 年出版的新书） - 《The Worlds I See: Curiosity, Exploration,…
Classics - Deep Learning by Ian Goodfellow, Yoshua Bengio, and Aaron Courville - The Book of Why: The New Science of Cause and Effect by Judea Pearl, Dana Mackenzie - Designing Machine Learning Systems by Chip Huyen - The Master Algorithm: How the Quest for the Ultimate Learning Machine Will Remake Our World by Pedro Domingo Fresh look (books published in 2023) - The Worlds I See: Curiosity, Exploration,…
……Snap 的 MLE Tech Lead，并为 Snap 的生成式 AI 基础设施奠定了一些基础。我强烈推荐 MLE 方向，这是一条回报丰厚的职业道路。这本书是非常好的将机器学习系统落地到生产环境的设计入门：https://www.amazon.com/Designing-Machine-Learning-Systems-Pr... 同一位作者写的这篇博客也非常值得推荐，适合作为构建生产级 AI 和 ML 系统的入门读物：https://huyenchip.com/2023/04/11/llm-engineering.html……
…MLE Tech Lead at Snap and laid some of the foundations of the generative AI infra at Snap. I would highly recommend MLE route as a very rewarding career path. This book is a very good introduction to designing Machine Learning Systems for production: https://www.amazon.com/Designing-Machine-Learning-Systems-Pr... This blog by the same author is highly recommended as an intro into building production grade AI and ML systems: https://huyenchip.com/2023/04/11/llm-engineering.html…
一本很棒的相关书籍是 Chip Huyen 的《Designing Machine Learning Systems》，里面涵盖了类似的主题：https://www.oreilly.com/library/view/designing-machine-learn...
A good related book is 'Designing Machine Learning Systems' by Chip Huyen which covers similar topics: https://www.oreilly.com/library/view/designing-machine-learn...
Simon Prince 的《Understanding Deep Learning》。在所有 ML 书籍中，它对许多相互关联的概念做了极好的梳理，而且讲解得通俗易懂。另外 Chip Huyen 的《Designing Machine Learning Systems》看起来也很有前景，非常注重实操（是一位极其投入的从业者的经验总结）。它给出了可落地的建议，并提供了真实的行业洞察。不过我还没读完就是了
„Understanding Deep Learning” by Simon Prince Among all ML books, it’s a really good overview of many concepts connected one to another and spelled out in easy to grasp way Also „Designing Machine Learning Systems” by Chip Huyen looks really promising and very hands-on (lessons learned by very committed practitioner). It gives actionable tips and provides real life insights. I haven’t finished reading it yet though