Li Zeng's Study

I am excited to share some good resources and my notes in selected interesting, insightful and helpful courses here. I warmly welcome discussions and collaborative learning on these topics!

On Theory and Algorithm (Closer to Mathematics)

• Convex Optimization

  • Reading Materials

    • 袁亚湘, et al. “优化算法的复杂度分析.” 2020. [Paper]

    • 叶荫宇, et al. “现代优化理论与应用.” 2020. [Paper]

• Stochastic Process

  • A strongly recommended course: 081000M01002H: Stochastic Process (Electronics and Communications), taught in Chinese by Prof. Hao Zhang from EE@Tsinghua, UCAS, China. [Video]

• Information Theory

  • IERG5154: Information Theory, taught by Prof. Raymond W. Yeung, CUHK. [Video]

  • EE276: Information Theory, taught by Prof. Tsachy Weissman, Stanford.

  • Information Theory, taught by Prof. Po-Ning Chen, NYCU. [Video]

• Network Information Theory

  • Materials: [Book], [Lecture Notes], [Book in Chinese]

• Graph Theory

  • Books

    • Elementary Methods of Graph Ramsey Theory (Yusheng Li, Qizhong Lin). [Book]

    • Introduction to Random Graphs (Alan Frieze, Michal Karonski). [Book]

    • Random Graphs (Béla Bollobás). [Book]

    • Large Networks and Graph Limits (László Lovász). [Book]

    • The Probabilistic Method, 4th Edition (Noga Alon, Joel H. Spencer). [Book]

• Network Science

  • 漫谈最短网络问题, by Prof. Xudong Hu from UCAS.

  • Complex Networks: Information and Resources, maintained by Prof. Guanrong Chen at CityU.

• Algorithm Design and Analysis

• Randomized Algorithms

• Approximation Algorithms

• Game Theory

On System and Tool (Closer to Engineering)

• Deep Learning

• Reinforcement Learning

• Graph Neural Networks

• Wireless Communication

  • Materials:

    • Fundamentals of Wireless Communication, by David Tse and Pramod Viswanath, Cambridge University Press, 2005.

    • Supplemental Reading on Wireless Communication, provided by Prof. Yang Richard Yang at Yale.

• Computer Networks

Others

Information Sources like Websites, Channels, Article Series and so on…

• Tim Roughgarden, CS@Columbia

  • Lecture Notes

  • YouTube Channel: Tim Roughgarden Lectures

• Iain Explains, Macquarie University

  • YouTube Channel: Iain Explains Signals, Systems, and Digital Comms

• 通信技术知识库@鲜枣课堂（飞书文档）

• 中国运筹学会（哔哩哔哩）

• Special Columns of WeChat Official Accounts (mainly in Chinese)

  • 陈关荣专栏-华院计算