Algorithm Analysis Courses and Certifications

Algorithms, Part II

21 reviews

Explore advanced algorithms and data structures, focusing on graph and string processing. Learn efficient Java implementations and analyze their performance for real-world applications.

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

NPTEL;  Chennai Mathematical Institute

Design and Analysis of Algorithms

7 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

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

814 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
• Free Online Course (Audit)

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
• 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 weeks
• On-Demand
• Free Online Course

Hamiltonian Paths in Antiquity - Stanford Lecture 2016

Explore the ancient origins of Hamiltonian paths with Donald Knuth, tracing their history from Graeco-Roman times through Sanskrit and Arabic documents, and their modern relevance in computer science.

• YouTube
• 1 hour 12 minutes
• On-Demand
• Free Video

Stanford Lecture - Don Knuth - "A Conjecture That Had To Be True"

Donald Knuth explores a fascinating problem in combinatorial geometry, presenting an intriguing formula and its unexpected universal application, showcasing the beauty of mathematical discovery.

• YouTube
• 1 hour 7 minutes
• On-Demand
• Free Video

LZ and Universal Compression - Lecture 10

Explore Lempel-Ziv algorithms and universal compression techniques in this Stanford lecture, delving into advanced data compression theory and applications.

• YouTube
• 1 hour 25 minutes
• On-Demand
• Free Video

Analysis of Algorithms

6 reviews

Explore algorithms through calculus, generating functions, and symbolic methods. Analyze structures like permutations, trees, and strings. Gain quantitative insights into large combinatorial structures.

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

Computational Thinking for Problem Solving

1398 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
• Free Online Course (Audit)

Sorting and Searching Algorithms in Python

Dive into essential sorting and searching algorithms in Python, from binary search to advanced sorting techniques, with hands-on practice solving complex coding problems and real-world applications.

• CodeSignal
• On-Demand
• Free Certificate

Linked Lists, Stacks, and Queues in Python

Master fundamental data structures in Python through hands-on implementation of linked lists, stacks, and queues. Build practical applications and solve common coding interview challenges while understanding complexity analysis.

• CodeSignal
• On-Demand
• Free Certificate

Sorting and Searching Algorithms in JS

Master sorting and searching algorithms in JavaScript through hands-on practice with recursion, binary search, quicksort, and merge sort, focusing on real-world applications and optimization techniques.

• CodeSignal
• On-Demand
• Free Certificate

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)

Recommender Systems Capstone

29 ratings at Coursera

Comprehensive analysis and design project for recommender systems, applying algorithms and evaluation techniques to a case study. Produce a report documenting analysis, solution, and justification.

• Coursera
• 2 hours 56 minutes
• On-Demand
• Free Online Course (Audit)