Acerca de este Curso
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Comienza de inmediato y aprende a tu propio ritmo.

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Nivel avanzado

Aprox. 23 horas para completar

Sugerido: 4 weeks of study, 4-8 hours/week...

Inglés (English)

Subtítulos: Inglés (English)

Habilidades que obtendrás

Python ProgrammingLinear Programming (LP)Np-CompletenessDynamic Programming

100 % en línea

Comienza de inmediato y aprende a tu propio ritmo.

Fechas límite flexibles

Restablece las fechas límite en función de tus horarios.

Nivel avanzado

Aprox. 23 horas para completar

Sugerido: 4 weeks of study, 4-8 hours/week...

Inglés (English)

Subtítulos: Inglés (English)

Los estudiantes que toman este Course son

  • Machine Learning Engineers
  • Data Scientists
  • Software Engineers
  • Traders
  • Data Engineers

Programa - Qué aprenderás en este curso

Semana
1
5 horas para completar

Flows in Networks

9 videos (Total 72 minutos), 3 lecturas, 2 cuestionarios
9 videos
Network Flows9m
Residual Networks10m
Maxflow-Mincut7m
The Ford–Fulkerson Algorithm7m
Slow Example3m
The Edmonds–Karp Algorithm11m
Bipartite Matching11m
Image Segmentation7m
3 lecturas
Slides and Resources on Flows in Networks10m
Available Programming Languages10m
FAQ on Programming Assignments10m
1 ejercicio de práctica
Flow Algorithms10m
Semana
2
5 horas para completar

Linear Programming

10 videos (Total 84 minutos), 1 lectura, 2 cuestionarios
10 videos
Linear Programming8m
Linear Algebra: Method of Substitution5m
Linear Algebra: Gaussian Elimination10m
Convexity9m
Duality12m
(Optional) Duality Proofs7m
Linear Programming Formulations8m
The Simplex Algorithm10m
(Optional) The Ellipsoid Algorithm6m
1 lectura
Slides and Resources on Linear Programming10m
1 ejercicio de práctica
Linear Programming Quiz10m
Semana
3
6 horas para completar

NP-complete Problems

16 videos (Total 115 minutos), 2 lecturas, 2 cuestionarios
16 videos
Search Problems9m
Traveling Salesman Problem7m
Hamiltonian Cycle Problem8m
Longest Path Problem1m
Integer Linear Programming Problem3m
Independent Set Problem3m
P and NP4m
Reductions5m
Showing NP-completeness6m
Independent Set to Vertex Cover5m
3-SAT to Independent Set14m
SAT to 3-SAT7m
Circuit SAT to SAT12m
All of NP to Circuit SAT5m
Using SAT-solvers14m
2 lecturas
Slides and Resources on NP-complete Problems10m
Minisat Installation Guide10m
1 ejercicio de práctica
NP-complete Problems12m
Semana
4
5 horas para completar

Coping with NP-completeness

11 videos (Total 119 minutos), 1 lectura, 2 cuestionarios
11 videos
2-SAT10m
2-SAT: Algorithm12m
Independent Sets in Trees14m
3-SAT: Backtracking11m
3-SAT: Local Search12m
TSP: Dynamic Programming15m
TSP: Branch and Bound9m
Vertex Cover9m
Metric TSP12m
TSP: Local Search6m
1 lectura
Slides and Resources on Coping with NP-completeness10m
1 ejercicio de práctica
Coping with NP-completeness6m
4.6
77 revisionesChevron Right

29%

comenzó una nueva carrera después de completar estos cursos

50%

consiguió un beneficio tangible en su carrera profesional gracias a este curso

25%

consiguió un aumento de sueldo o ascenso

Principales revisiones sobre Advanced Algorithms and Complexity

por EMJan 4th 2018

As usual, complex arguments explained in simple terms!\n\nSome problems are really tough! (e.g. there's a problem from Google Code Jam).\n\nThank you for this course!

por CSAug 26th 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.

Instructores

Avatar

Alexander S. Kulikov

Visiting Professor
Department of Computer Science and Engineering
Avatar

Michael Levin

Lecturer
Computer Science
Avatar

Daniel M Kane

Assistant Professor
Department of Computer Science and Engineering / Department of Mathematics
Avatar

Neil Rhodes

Adjunct Faculty
Computer Science and Engineering

Acerca de Universidad de California en San Diego

UC San Diego is an academic powerhouse and economic engine, recognized as one of the top 10 public universities by U.S. News and World Report. Innovation is central to who we are and what we do. Here, students learn that knowledge isn't just acquired in the classroom—life is their laboratory....

Acerca de National Research University Higher School of Economics

National Research University - Higher School of Economics (HSE) is one of the top research universities in Russia. Established in 1992 to promote new research and teaching in economics and related disciplines, it now offers programs at all levels of university education across an extraordinary range of fields of study including business, sociology, cultural studies, philosophy, political science, international relations, law, Asian studies, media and communicamathematics, engineering, and more. Learn more on www.hse.ru...

Acerca de Programa especializado Estructuras de datos y algoritmos

This specialization is a mix of theory and practice: you will learn algorithmic techniques for solving various computational problems and will implement about 100 algorithmic coding problems in a programming language of your choice. No other online course in Algorithms even comes close to offering you a wealth of programming challenges that you may face at your next job interview. To prepare you, we invested over 3000 hours into designing our challenges as an alternative to multiple choice questions that you usually find in MOOCs. Sorry, we do not believe in multiple choice questions when it comes to learning algorithms...or anything else in computer science! For each algorithm you develop and implement, we designed multiple tests to check its correctness and running time — you will have to debug your programs without even knowing what these tests are! It may sound difficult, but we believe it is the only way to truly understand how the algorithms work and to master the art of programming. The specialization contains two real-world projects: Big Networks and Genome Assembly. You will analyze both road networks and social networks and will learn how to compute the shortest route between New York and San Francisco (1000 times faster than the standard shortest path algorithms!) Afterwards, you will learn how to assemble genomes from millions of short fragments of DNA and how assembly algorithms fuel recent developments in personalized medicine....
Estructuras de datos y algoritmos

Preguntas Frecuentes

  • Una vez que te inscribes para obtener un Certificado, tendrás acceso a todos los videos, cuestionarios y tareas de programación (si corresponde). Las tareas calificadas por compañeros solo pueden enviarse y revisarse una vez que haya comenzado tu sesión. Si eliges explorar el curso sin comprarlo, es posible que no puedas acceder a determinadas tareas.

  • Cuando te inscribes en un curso, obtienes acceso a todos los cursos que forman parte del Programa especializado y te darán un Certificado cuando completes el trabajo. Se añadirá tu Certificado electrónico a la página Logros. Desde allí, puedes imprimir tu Certificado o añadirlo a tu perfil de LinkedIn. Si solo quieres leer y visualizar el contenido del curso, puedes auditar el curso sin costo.

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