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Advanced Algorithms - Fall 2015

UofU Data Science via YouTube

Overview

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Explore sophisticated algorithmic techniques and computational methods through this comprehensive lecture series from the University of Utah's Data Science program. Delve into complex problem-solving strategies, advanced data structures, and optimization techniques that build upon fundamental algorithmic knowledge. Master topics such as dynamic programming variations, graph algorithms, network flows, approximation algorithms, and computational complexity theory. Analyze the theoretical foundations behind algorithm design while examining practical applications in computer science and data analysis. Study algorithmic paradigms including divide-and-conquer strategies, greedy approaches, and linear programming methods. Investigate advanced sorting and searching techniques, string algorithms, and geometric algorithms. Learn to evaluate algorithm efficiency through rigorous complexity analysis and understand trade-offs between time and space requirements. Examine randomized algorithms, parallel computing approaches, and specialized algorithms for specific problem domains. Develop skills in algorithm implementation, correctness proofs, and performance optimization. Gain insights into cutting-edge research areas and emerging algorithmic techniques used in modern computational applications.

Syllabus

Advanced Algorithms (Fall 2015) Lecture 1
Advanced Algorithms (Fall 2015) Lecture 2
Advanced Algorithms (Fall 2015) Lecture 3
Advanced Algorithms (Fall 2015) Lecture 4
Advanced Algorithms (Fall 2015) - Lecture 5
Advanced Algorithms (Fall 2015) Lecture 6
Advanced Akgorithms (Fall 2015) Lecture 7
Advanced Algorithms (Fall 2015) Lecture 8
Advanced Algorithms (Fall 2015) Lecture 9
Advanced Algorithms (Fall 2015) Lecture 10
Advanced ALgorithms (Fall 2015) Lecture 11
Advanced Algorithms (Fall 2015) Lecture 12
Advanced Algorithms (Fall 2015) lecture 13
Advanced Algorithms (Fall 2015) lecture 14
Advanced Algorithms (Fall 2015) Lecture 15
Advanced Algorithms (Fall 2015) Lecture 16
Advanced Algorithms (Fall 2015) Lecture 18
Advanced Algorithms (Fall 2015) Lecture 19
Advanced Algorithms (Fall 2015) Lecture 20
Advanced Algorithms (Fall 2015) Lecture 21
Advanced Algorithms (11/17/2015) Lecture 22
Advanced Algorithms (Fall 2015) Lecture 25

Taught by

UofU Data Science

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