Algorithm Design Courses and Certifications

Simons Institute

Optimal Iterative Algorithms for Problems With Random Data

Explore optimal iterative algorithms for statistical problems with random data, focusing on computational complexity and efficient solutions in statistical inference.

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

Simons Institute

Embedding as a Tool for Algorithm Design

Explore embedding algorithms for structured data prediction, combinatorial optimization, and dynamic network processes. Learn innovative approaches to algorithm design using latent variable models and mean field techniques.

• YouTube
• 1 hour 8 minutes
• On-Demand
• Free Video

Simons Institute

Resizable Sketches

Explore techniques for maintaining fixed accuracy in sketches while allowing size growth, addressing challenges in data stream processing and algorithm design.

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

Simons Institute

Insights from Engineering Sketches for Production and Using Sketches at Scale

Explore insights on engineering sketches for large-scale production, covering Yahoo's journey in developing and implementing sketching algorithms across multiple languages and platforms.

• YouTube
• 1 hour 4 minutes
• On-Demand
• Free Video

Simons Institute

Streaming Euclidean K-Median and K-Means With O-Log N Space

Innovative algorithm for Euclidean k-median and k-means clustering in data streams, achieving (1+ε)-approximation with significantly reduced memory usage, breaking long-standing space complexity barriers.

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

Simons Institute

Sublinear-Time Algorithms in Learning

Explore cutting-edge sublinear algorithms for efficient machine learning, focusing on extroverted approaches and their applications in large-scale data analysis.

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

Sundeep Saradhi Kanthety

Strassen's Matrix Multiplication Algorithm - Concept and Time Complexity

Explore Strassen's Matrix Multiplication algorithm, its concept, and time complexity in the context of Divide & Conquer strategies for efficient matrix operations.

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

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

Advanced Algorithms - COMPSCI 224

3 reviews

Explore cutting-edge algorithmic techniques through comprehensive lectures, enhancing problem-solving skills and deepening understanding of complex computational challenges.

• YouTube
• 1 day 11 hours
• On-Demand
• Free Video

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

811 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 55 minutes
• On-Demand
• Free Online Course (Audit)

Convex Optimization I - Lecture 11

Explore advanced convex optimization techniques with Stanford's Professor Stephen Boyd, focusing on practical applications and theoretical foundations in electrical engineering.

• YouTube
• 1 hour 20 minutes
• On-Demand
• Free Video

Convex Optimization I - Lecture 8

Explore advanced convex optimization techniques with Stanford's Stephen Boyd, focusing on practical applications and theoretical foundations in electrical engineering and beyond.

• YouTube
• 1 hour 21 minutes
• On-Demand
• Free Video

Microcredential

Computer Science Essentials for Software Development

Comprehensive software development program covering Java fundamentals, data structures, algorithms, and JavaScript for web development. Emphasizes best practices and core principles.

• edX
• 16 weeks, 6-8 hours a week
• On-Demand
• $596.00
• 4 courses

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)

Advanced Data Structures in Java

1236 ratings at Coursera

Explore advanced data structures and algorithms for real-world problem-solving, focusing on graphs and their applications in route planning, network optimization, and resource allocation.

• Coursera
• 1 day 4 hours 42 minutes
• On-Demand
• Free Online Course (Audit)