Workshop

• AI 算法工程师手册
• 动手学深度学习
• Optimization Methods for Large-Scale Machine Learning, L. Bottou, F. E. Curtis and J. Nocedal, SIAM Review, 60 (2018), 223--311.

• 课程：大数据分析中的算法, 文再文, 北京大学, 2020
• 课程：Data Analysis and Matrix Computations, 杜魁, 厦门大学, 2020
• 课程：李宏毅2020机器学习深度学习(视频完整版)国语 （课程主页）
  
  
• 课程：Analyses of Deep Learning (STATS 385), Stanford University, 2019
• 课程：Numerical Methods for Data Science, D. Bindel in SJTU, 2019
• 课程：Algorithms for Big Data, J. Nelson at Harvard, 2015
• 课程：O(N) Algorithms for Big Data, G. Yaroslavtsev at Indiana, 2015
• 课程：Algorithms for Modern Data Models, A. Goel at Stanford, 2015

• Numerical methods for nonlinear equations, C. T. Kelley, Acta Numerica, 2018, 207--287.
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