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: Network Analysis
Status: Big Data
AdvancedCourse27 hours

Featured reviews

RS

4.0Reviewed Apr 6, 2019

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

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!

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.

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.

TS

5.0Reviewed Jun 7, 2019

Very good collection of advanced topics, even useful for the 6th course in the specialization!

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

AP

5.0Reviewed Mar 22, 2021

It's my pleasure to learn the course from the top instructors and this course will be helpful for my future

HA

5.0Reviewed Feb 11, 2020

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

FS

5.0Reviewed Oct 21, 2020

It's was great to learn advanced algorithms and complexity. Besides, I learn new topics that can help me further learning. All the problems and the lectures were very good.

TL

4.0Reviewed Nov 28, 2016

The problems are really challenging, thank you! However, the instructor is not very active in the discussion forum, which is a pity when you really need help and get stucked in the problem set.

GR

5.0Reviewed Nov 26, 2021

Thoroughly explained and well designed course! Excellent Course to learn different algorithms.

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!

All reviews

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Reviewed Feb 10, 2017