Algorithm Analysis Courses and Certifications

ACM SIGPLAN

An Incremental Algorithm for Algebraic Program Analysis

Discover an efficient incremental algorithm for algebraic program analysis that significantly speeds up analysis time by leveraging previous results when programs change, with speedups ranging from 160X to 4761X.

• YouTube
• 19 minutes
• Self-Paced
• Free Video

Big O Notation - Full Course

1 rating

Comprehensive guide to Big O Notation, covering various time complexities, algorithms like binary search and merge sort, and space complexity, with practical coding examples.

• freeCodeCamp
• 1-2 hours
• Self-Paced
• Free Video

Learn Sorting Algorithms with Python

15 ratings at Codecademy

Learn about the usefulness and efficiency of computational sorting by implementing different sorting algorithms yourself.

• Codecademy
• 3 hours
• Self-Paced
• Free Trial Available

BCS-042 : Introduction to Algorithm Design

Master algorithm design fundamentals, from asymptotic notations to advanced techniques like greedy algorithms, divide-and-conquer approaches, and graph traversal methods for efficient problem-solving.

• Swayam
• 6 weeks
• Self-Paced
• Free Online Course

MCS-211 : Design and Analysis of Algorithms

Master algorithm design and analysis through comprehensive coverage of fundamental concepts, from basic complexity analysis to advanced NP-completeness, including practical implementations of various algorithmic techniques.

• Swayam
• 6 weeks
• Self-Paced
• Free Online Course

NITTTR

Algorithms

Discover fundamental algorithmic concepts and problem-solving techniques through comprehensive analysis, design patterns, and implementation strategies over 12 weeks.

• Swayam
• 12 weeks
• Self-Paced
• Free Online Course

Chhattisgarh Swami Vivekanand Technical University;  IGNOU

Foundations of Algorithmic Problem-Solving A Comprehensive Approach

Comprehensive approach to algorithmic problem-solving, covering design techniques, analysis, and practical applications. Equips learners with essential skills for solving complex problems efficiently.

• Swayam
• 12 weeks
• Self-Paced
• Free Online Course

Algorithms: Sorting and Searching Course (How To)

119-minute Computer Science course: This course will look at algorithms in two categories: sorting and searching. We'll implement well-known sortin...

• Treehouse
• 1 hour 59 minutes
• Self-Paced
• Free Trial Available

ACM SIGPLAN

IncIDFA - An Efficient and Generic Algorithm for Incremental Iterative Dataflow Analysis

Discover IncIDFA, a novel algorithm for precise incremental iterative dataflow analysis that speeds up compilation by up to 11× while maintaining accuracy across arbitrary program changes.

• YouTube
• 16 minutes
• Self-Paced
• Free Video

Validation of Safety-Critical Systems: Introduction and Overview

1 rating

Explore algorithmic approaches to validating safety-critical systems, covering key challenges and solutions for ensuring reliability in complex technological implementations.

• YouTube
• 1 hour 7 minutes
• Self-Paced
• Free Video

CS50 2012 - Week 3 Continued: Search Algorithms and Sorting Techniques

Explore efficient search and sorting algorithms, including linear and binary search, bubble sort, selection sort, and merge sort. Learn asymptotic notation for algorithm analysis.

• YouTube
• 1 hour 5 minutes
• Self-Paced
• Free Video

NPTEL;  IIT Kharagpur

Introduction to Algorithms and Analysis

1 rating

Comprehensive exploration of algorithmic concepts, from sorting and analysis to advanced data structures and graph algorithms, emphasizing practical implementation and theoretical foundations.

• YouTube
• 1 day 5 hours
• Self-Paced
• Free Video

Great Learning

Data Structure and Algorithms in Java

Comprehensive exploration of data structures and algorithms in Java, covering fundamental concepts, implementation, and analysis of various techniques for efficient programming and problem-solving.

• YouTube
• 9 hours 41 minutes
• Self-Paced
• Free Video

Simple Snippets

Big Oh vs Big Omega vs Big Theta Notations - Asymptotic Analysis of Algorithms with Example

Explore Big O, Omega, and Theta notations for algorithm analysis. Learn their mathematical definitions, practical applications, and differences in measuring best, worst, and average-case time complexities.

• YouTube
• 29 minutes
• Self-Paced
• Free Video

Keith Galli

Algorithms - Recurrences

Master recurrence equations through Fibonacci, merge sort, and binary search examples using recursion-tree and master methods for algorithm analysis.

• YouTube
• 24 minutes
• Self-Paced
• Free Video