Algorithm Analysis Courses and Certifications

Fields Institute

Depths in Random Recursive Metric Spaces

Explore probabilistic analysis of depths in random recursive metric spaces with Colin Desmarais at the AofA 2025 conference.

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

Simons Institute

Testing Boolean Functions

Explore efficient algorithms for testing Boolean function properties, covering definitions, variants, and key analyses in sublinear complexity.

• YouTube
• 1 hour 2 minutes
• On-Demand
• Free Video

Hausdorff Center for Mathematics

Proving an Execution of an Algorithm Correct - Ad Hoc UNSAT Verification

Explore algorithm correctness verification, focusing on cases where no solution exists. Learn about "ad hoc UNSAT verification" and its application in theorem proving.

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

HUJI Machine Learning Club

Adversarial Streaming: A Survey of Robust Algorithm Design

Explore the evolution of streaming algorithms from oblivious to adaptive settings, examining robust methods and limitations of CountSketch in adversarial scenarios. Learn key transformation techniques for creating resilient streaming solutions.

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

Intro to Algorithms

6 reviews

This class will give you an introduction to the design and analysis of algorithms, enabling you to analyze networks and discover how individuals are connected.

• Udacity
• 16 hours
• On-Demand
• Free Online Course

Simple Snippets

What Is Big O Notation and Time Complexity of Algorithms - Algorithm Analysis in Data Structures

Comprehensive tutorial on Big O notation, time complexity, and algorithm analysis in data structures. Covers key concepts, practical examples, and calculation methods.

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

Tech with Tim

BigO Notation and Time Complexity Tutorial - Code Efficiency and Algorithm Analysis

Learn to analyze algorithm efficiency using BigO notation and time complexity. Gain skills to write better code, choose optimal algorithms, and improve overall programming performance.

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

The Design and Analysis of Algorithm Masterclass

659 ratings at Udemy

Algorithm & Data Structures will help you to Crack Coding Interviews (C/C++Java/Python) Learn Algorithm Data Structures

• Udemy
• 12 hours 33 minutes
• On-Demand
• Paid Course

Computational Thinking for Problem Solving

1431 ratings at Coursera

Develop systematic problem-solving skills using computational thinking principles and Python programming, applicable across diverse fields for real-world impact and data-centric challenges.

• Coursera
• 18 hours 11 minutes
• On-Demand
• Paid Course

Neso Academy

Writing Recurrence Relations in Algorithm Analysis

Master the process of analyzing recursive algorithms and creating recurrence relations through step-by-step guidance and practical examples.

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

Shortest Paths Revisited, NP-Complete Problems and What To Do About Them

829 ratings at Coursera

Explore advanced graph algorithms, NP-completeness, and strategies for tackling computationally intractable problems. Learn Bellman-Ford, Floyd-Warshall, and heuristic approaches for complex algorithmic challenges.

• Coursera
• 13 hours 27 minutes
• On-Demand
• Paid Course

NPTEL;  Chennai Mathematical Institute

Design and Analysis of Algorithms

8 reviews

Learn algorithm design and analysis, covering sorting, graphs, dynamic programming, and complexity theory. Gain practical skills in efficient problem-solving and algorithm implementation.

• YouTube
• 15 hours
• On-Demand
• Free Video

Simulation, Algorithm Analysis, and Pointers

36 ratings at Coursera

Explore advanced C programming concepts including file I/O, automation, simulation, parallelization, algorithm analysis, and in-depth pointer usage to enhance problem-solving skills.

• Coursera
• 10 hours 36 minutes
• On-Demand
• Paid Course

Sundeep Saradhi Kanthety

Divide and Conquer Algorithm Design - Design and Analysis of Algorithms

Master divide and conquer algorithms through practical examples. Enhance problem-solving skills and optimize algorithmic design for efficient solutions in computer science and programming.

• YouTube
• 2 hours 18 minutes
• On-Demand
• Free Video

Packt

Foundations of Data Structures and Algorithm Analysis

31 ratings at Coursera

Master essential data structures and algorithms through hands-on Python implementation, covering complexity analysis, arrays, trees, graphs, and advanced concepts for optimal problem-solving and technical interview preparation.

• Coursera
• 12 hours 9 minutes
• On-Demand
• Paid Course