CS168 The Modern Algorithmic Toolbox Notes | Assignment Help | Syllabus
Country: United States of America (USA)
University: Stanford University
This course will provide you a thorough and hands-on introduction to the key concepts and algorithms that make up the contemporary algorithms toolbox. The emphasis will be on gaining a concrete knowledge of when and how to build and use the algorithms we cover, as well as comprehending the high-level theoretical intuitions and concepts behind the algorithms we explore. The course will be organized into one-week studies, with each week introducing one algorithmic concept and discussing its inspiration, theoretical underpinnings, and practical implementations. Each subject will be followed with a mini-project that will lead students through a practical application of the week’s concepts. Hashing, dimension reduction, and LSH are among the topics covered, as are boosting, linear programming, gradient descent, sampling, and estimation, as well as an introduction to spectral methods.
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