……工程和 Python，我推荐 Jake VanderPlas 写的《Python 极简之旅》（A Whirlwind Tour Of Python），以及它的配套书《Python 数据科学手册》。如果你在架构设计/产品管理方面比较强，我推荐 Emmanuel Ameisen 写的《构建机器学习驱动的应用》（Building Machine Learning Powered Applications），因为它更多是从 SDLC（软件开发生命周期）的角度来阐述的，包括需求界定、设计、开发、测试、通用软件工程最佳实践、协作等内容。如果……
…engineering and Python, I recommend A Whirlwind Tour Of Python by Jake VanderPlas, and its companion book Python Data Science Handbook. If you're strong in architecting / product management, I recommend Building Machine Learning Powered Applications by Emmanuel Ameisen since it explains it more from an SDLC perspective, including things like scoping, design, development, testing, general software engineering best practices, collaboration, etc. If…
The latest thinking around 'data science as a product' seems to take this approach. See Building Machine Learning Powered Applications for one resource https://www.oreilly.com/library/view/building-machine-learni...
Disclaimer: This is a book I wrote. Building Machine Learning Powered Applications walks you through building an ML application end-to-end, from product idea to a (simple) deployed version. The free first chapter is available here https://mlpowered.com/book/ The github is at https://github.com/hundredblocks/ml-powered-applications
……项目，或者把多个学科的基础融合成一个单一项目的大部头书。比如《游戏引擎黑书：德军总部3D》（Game Engine Black Book: Wolfenstein 3D）http://fabiensanglard.net/gebbwolf3d/。其他例子还有像《构建机器学习驱动的应用》、《现代全栈开发》、《黑帽 Python》等。去年就有人问过这个，当时我挖到了好几本非常有意思的读物。我觉得很值得再问一次！
…projects, or that integrate the foundations of many disciplines into a single project book. Game Engine Black Book: Wolfenstein 3D http://fabiensanglard.net/gebbwolf3d/ Other examples would be things like building Machine Learning Powered Applications, Modern Full-Stack Development,Black Hat Python etc. This was asked last year, and I came into some very interesting reads. I figured it would be worth asking again!
……工程和 Python，我推荐 Jake VanderPlas 写的《Python 极简之旅》（A Whirlwind Tour Of Python），以及它的配套书《Python 数据科学手册》。如果你在架构设计/产品管理方面比较强，我推荐 Emmanuel Ameisen 写的《构建机器学习驱动的应用》（Building Machine Learning Powered Applications），因为它更多是从 SDLC（软件开发生命周期）的角度来阐述的，包括需求界定、设计、开发、测试、通用软件工程最佳实践、协作等内容。如果……
…engineering and Python, I recommend A Whirlwind Tour Of Python by Jake VanderPlas, and its companion book Python Data Science Handbook. If you're strong in architecting / product management, I recommend Building Machine Learning Powered Applications by Emmanuel Ameisen since it explains it more from an SDLC perspective, including things like scoping, design, development, testing, general software engineering best practices, collaboration, etc. If…
关于“把数据科学当作产品来做”的最新思考似乎正是采取了这种方法。参考资源之一可以看《构建机器学习驱动的应用》https://www.oreilly.com/library/view/building-machine-learni...
The latest thinking around 'data science as a product' seems to take this approach. See Building Machine Learning Powered Applications for one resource https://www.oreilly.com/library/view/building-machine-learni...
免责声明：这是我自己写的书。《构建机器学习驱动的应用》会带你端到端构建一个机器学习应用，从产品构想到一个（简单的）部署上线版本。免费的第一章可以在这里阅读 https://mlpowered.com/book/ GitHub 仓库在 https://github.com/hundredblocks/ml-powered-applications
Disclaimer: This is a book I wrote. Building Machine Learning Powered Applications walks you through building an ML application end-to-end, from product idea to a (simple) deployed version. The free first chapter is available here https://mlpowered.com/book/ The github is at https://github.com/hundredblocks/ml-powered-applications
……项目，或者把多个学科的基础融合成一个单一项目的大部头书。比如《游戏引擎黑书：德军总部3D》（Game Engine Black Book: Wolfenstein 3D）http://fabiensanglard.net/gebbwolf3d/。其他例子还有像《构建机器学习驱动的应用》、《现代全栈开发》、《黑帽 Python》等。去年就有人问过这个，当时我挖到了好几本非常有意思的读物。我觉得很值得再问一次！
…projects, or that integrate the foundations of many disciplines into a single project book. Game Engine Black Book: Wolfenstein 3D http://fabiensanglard.net/gebbwolf3d/ Other examples would be things like building Machine Learning Powered Applications, Modern Full-Stack Development,Black Hat Python etc. This was asked last year, and I came into some very interesting reads. I figured it would be worth asking again!