Machine learning is one of the fastest growing areas of computer science, with far-reaching applications. The aim of this textbook is to introduce machine learning, and the algorithmic paradigms it offers, in a principled way. The book provides an extensive theoretical account of the fundamental ideas underlying machine learning and the mathematical derivations that transform these principles into practical algorithms. Following a presentation of the basics of the field, the book covers a wide array of central topics that have not been addressed by previous textbooks. These include a discussion of the computational complexity of learning and the concepts of convexity and stability; important algorithmic paradigms including stochastic gradient descent, neural networks, and structured outputlearning; and emerging theoretical concepts such as the PAC-Bayes approach and compression-based bounds. Designed for an advanced undergraduate or beginning graduate course, the text makes the fundamentals and algorithms of machine learning accessible to students and nonexpert readers in statistics, computer science, mathematics, and engineering.
2022-04-28 16:24:43 2.48MB Machine Learning
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经典教材,花了好长时间扫描,希望有帮助understanding space an introduction to astronautics (因为大小限制,制成两个分卷:这是 第二分卷,完成后需要 第一分卷 方可解压)
2022-04-20 06:24:36 9.35MB understanding space an introduction
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时域有限差分法的MATLAB应用 值得拥有!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!
2022-04-15 01:44:13 2.35MB FDTD,Matlab
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Understanding the Basis of the Kalman Filter中文版数字信号处理-朱光明译,写的信号处理方面的写的非常好,适合基础学习。
2022-04-14 22:27:16 9.96MB 数字信号处理
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rfid gen2 搜索模式与会话模式
2022-04-11 14:06:54 840KB RFID EPC
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Understanding_the_Linux_Kernel_3rd 深入理解LINUX内核. Linux内核注释 Understanding_the_Linux_Kernel_3rd
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《全面详解LTE MATLAB建模、仿真与实现》的英文原版,分3个部分深入讲解了LTE标准的物理层(PHY):关键核心技术的理论;简明扼要地讨论了LTE标准规范;用于仿真LTE标准所需的MATLAB算法。 通过一系列的程序,展现了每一个LTE的核心技术。通过一步步综合这些核心技术,最终建立LTE物理层的系统模型并评价系统性能。通过这一循序渐进的过程,读者将会在仿真中深入理解LTE的技术构思和标准规范。
2022-03-17 14:57:07 8.75MB LTE MATLAB
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understanding unix linux programming 英文版。网上资源很少。
2022-03-16 11:14:13 45.97MB unix linux programming
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LTE关键技术以及MATLAB程序,程序都可以直接用的
2022-03-15 16:27:12 8.75MB LTE关键技术
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Understanding Digital Signal Processing, Second Edition(英文版) 对于想学习DSP的朋友来说,非常推荐这本书。内容讲解生动、浅显易懂!
2022-03-13 00:20:46 13.41MB DSP
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