Back to Advanced Algorithms and Complexity
University of California San Diego

Advanced Algorithms and Complexity

In previous courses of our online specialization you've learned the basic algorithms, and now you are ready to step into the area of more complex problems and algorithms to solve them. Advanced algorithms build upon basic ones and use new ideas. We will start with networks flows which are used in more typical applications such as optimal matchings, finding disjoint paths and flight scheduling as well as more surprising ones like image segmentation in computer vision. We then proceed to linear programming with applications in optimizing budget allocation, portfolio optimization, finding the cheapest diet satisfying all requirements and many others. Next we discuss inherently hard problems for which no exact good solutions are known (and not likely to be found) and how to solve them in practice. We finish with a soft introduction to streaming algorithms that are heavily used in Big Data processing. Such algorithms are usually designed to be able to process huge datasets without being able even to store a dataset.

Status: Data Structures
Status: Theoretical Computer Science
AdvancedCourse27 hours

Featured reviews

YC

5.0Reviewed May 14, 2019

This is a very challenging course in the specialization. I learned a lot form going through the programming assignments!

JM

4.0Reviewed Jul 25, 2019

Very Educational and Enlightening. The only criticism I have is that the starter files generally need more modification than indicated to create a successful program.

QV

5.0Reviewed Sep 14, 2019

I am not good in this course. But I'm always try the best! Awesome course, thank you so much!

CS

5.0Reviewed Aug 25, 2019

Very Very Challenging Course , it test your patience and rewards is extremely satisfying. Lot of learning on a complicated subject of NP-Hard problems.

SG

4.0Reviewed Apr 30, 2020

Great course! , learned a lot of new algorithms.although week 2 could have been better.

RS

4.0Reviewed Apr 6, 2019

Very informative course with challenging assignments. It will surely make your data structure concepts clearer.

RV

4.0Reviewed May 6, 2018

The only thing I missed in this course (and specialization) was more visual, intuitive approach to explanation. Programming assignments are rewarding.

NN

5.0Reviewed Jan 3, 2017

Loved what I learnt, I also implemented a project using Google MAP API for the organization I'm working at

TM

4.0Reviewed Jun 4, 2017

Learned a lot. great material. Tough homeworkI appreciated that the grader demanded good implementations but I think it would have been good to have a little guidance as to how to get there.

VV

4.0Reviewed Apr 26, 2018

Excellent course. One star less just because there are not very clean test cases for one particular problem among programming assignments

HA

5.0Reviewed Feb 11, 2020

Really rigorous and fundamental with what scientist and other professionals need to know about programming.

A

4.0Reviewed Apr 10, 2022

Good and effective which helped me stronger the knowledge about various algorithms and it's complexity

All reviews

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