Algorithms and Data Structures Courses and Certifications

Algorithmic Design and Techniques

3 reviews

Learn how to design algorithms, solve computational problems and implement solutions efficiently.

• edX
• 6 weeks, 8-10 hours a week
• On-Demand
• Free Online Course (Audit)

Microcredential

Foundations of Data Structures and Algorithms

1 review

Explore fundamental data structures and algorithms for efficient data processing, focusing on sorting, searching, indexing, trees, and graphs. Ideal for programmers interested in handling large datasets.

• Coursera
• 13 weeks, 9 hours a week
• On-Demand
• Paid Course
• 3 courses

Algorithms for Searching, Sorting, and Indexing

385 ratings at Coursera

This course covers basics of algorithm design and analysis, as well as algorithms for sorting arrays, data structures such as priority queues, hash functions, and applications such as Bloom filters.

• Coursera
• 1 day 11 hours 7 minutes
• On-Demand
• Free Online Course (Audit)

Trees and Graphs: Basics

113 ratings at Coursera

Basic algorithms on tree data structures, binary search trees, self-balancing trees, graph data structures and basic traversal algorithms on graphs. This course also covers advanced topics such as kd-trees for spatial data and algorithms for spatial data.

• Coursera
• 1 day 10 hours 4 minutes
• On-Demand
• Free Online Course (Audit)

Dynamic Programming, Greedy Algorithms

161 ratings at Coursera

Explore algorithm design techniques like divide-and-conquer, dynamic programming, and greedy algorithms. Learn about intractability and optimization problem-solving using linear/integer programming solvers.

• Coursera
• 1 day 13 hours 54 minutes
• On-Demand
• Free Online Course (Audit)

Advanced Data Structures, RSA and Quantum Algorithms

18 ratings at Coursera

Explore number-theory cryptography, quantum algorithms, and advanced data structures. Learn RSA, Grover's search, Shor's algorithm, B-Trees, and Tries for practical applications in computer science.

• Coursera
• 1 day 20 hours 35 minutes
• On-Demand
• Free Online Course (Audit)

Approximation Algorithms and Linear Programming

35 ratings at Coursera

Explore linear and integer programming for optimal solutions in resource allocation, scheduling, and task assignment. Learn approximation algorithms for NP-hard problems with guaranteed performance bounds.

• Coursera
• 2 days 27 minutes
• On-Demand
• Free Online Course (Audit)

How to Code: Complex Data

5 reviews

Learn how to design more complex programs, using new data structures, abstraction, and generative recursion.

• edX
• 6 weeks, 2-3 hours a week
• On-Demand
• Free Online Course (Audit)

Quantitative Formal Modeling and Worst-Case Performance Analysis

44 ratings at Coursera

Explore token systems, Petri-nets, and dataflow graphs. Master mathematical modeling and worst-case performance analysis techniques for embedded systems. Develop abstract thinking skills.

• Coursera
• 16 hours 26 minutes
• On-Demand
• Free Online Course (Audit)

Microcredential

程序设计与算法

系统培养程序设计与编写能力，从计算机基础到C/C++编程、算法和数据结构，配套在线编程测试，提供实践项目解决复杂问题的经验。

• Coursera
• 74 weeks, 4 hours a week
• On-Demand
• Paid Course
• 8 courses

Microcredential

Foundations of Data Structures and Algorithms

Comprehensive exploration of data structures and algorithms, focusing on efficient data organization and operations for data science applications. Covers arrays, hash-tables, trees, graphs, sorting, searching, and more.

• Coursera
• On-Demand
• Paid Course
• 5 courses

Approximation Algorithms Part I

552 ratings at Coursera

Explore approximation algorithms for NP-hard problems using linear programming and randomized rounding techniques. Learn to design efficient solutions with provable guarantees for combinatorial optimization challenges.

• Coursera
• 1 day 9 hours 54 minutes
• On-Demand
• Free Online Course (Audit)

The Structures of Power in Early Modern England - Politics, Religion, and Society under the Tudors

Explore the dynamics of royal power in early Tudor England, examining institutions, political culture, and the impact of Henry VII and Henry VIII's reigns on monarchy and government.

• YouTube
• 52 minutes
• On-Demand
• Free Video

Operations Research (1): Models and Applications

493 ratings at Coursera

This course introduces frameworks and ideas about various types of optimization problems in the business world. In particular, we focus on how to formulate real business problems into mathematical models that can be solved by computers.

• Coursera
• 11 hours 27 minutes
• On-Demand
• Free Online Course (Audit)

Operations Research (2): Optimization Algorithms

134 ratings at Coursera

Explore optimization algorithms for linear, integer, and nonlinear programs. Learn efficient methods like simplex, branch-and-bound, gradient descent, and Newton's method. Apply concepts to real-world business cases.

• Coursera
• 12 hours
• On-Demand
• Free Online Course (Audit)