Algorithm Design Courses and Certifications

Voices in the Code - A Story About People, Their Values, and the Algorithm They Made

Explore the development of a kidney transplant algorithm, examining ethical considerations, public participation, and the challenges of creating fair and transparent high-stakes software systems.

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

An Introduction to Logic for Computer Science

10 ratings

Explore propositional logic fundamentals and applications in computer science, enhancing problem-solving skills through hands-on exercises and real-world examples.

• Coursera
• 7 hours 40 minutes
• Self-Paced
• Paid Course

Yannic Kilcher

Tree of Thoughts - Deliberate Problem Solving with Large Language Models

Explores Tree-of-Thoughts prompting, enhancing language models' problem-solving abilities through strategic exploration, evaluation, and backtracking across multiple reasoning paths.

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

Master variational algorithm design principles through this comprehensive skills assessment quiz to earn your professional badge.

• IBM Training
• 1 hour
• Self-Paced
• Free Online Course

Simons Institute

Continuous Algorithms - Sampling and Optimization in High Dimension

Explore high-dimensional sampling and optimization techniques, including cutting plane methods, interior-point algorithms, and Riemannian Hamiltonian Monte Carlo, with insights on complexity and open problems.

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

Simons Institute

V-Learning - Simple, Efficient, Decentralized Algorithm for Multiagent RL

Explore efficient decentralized algorithms for multiagent reinforcement learning, focusing on V-learning's ability to overcome challenges in joint action spaces and achieve Nash equilibria.

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

Simons Institute

Optimal Gradient-Based Algorithms for Non-Concave Bandit Optimization

Explore optimal gradient-based algorithms for non-concave bandit optimization, covering stochastic problems, low-rank linear rewards, and high-order polynomials with applications to reinforcement learning.

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

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
• Self-Paced
• 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
• Self-Paced
• Free Video

Simons Institute

Sampling Big Ideas in Sublinear Algorithms

Explore random sampling techniques for enhancing data analysis scalability, focusing on weighted and coordinated sampling schemes for streamed or distributed data.

• YouTube
• 1 hour 4 minutes
• Self-Paced
• Free Video

Simons Institute

Improved Frequency Estimation Algorithms With and Without Predictions

Explore advanced frequency estimation algorithms for data streams, including novel approaches outperforming classical methods and further improvements using heavy-hitter predictions.

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

Simons Institute

A Near-Linear Time Algorithm for the Chamfer Distance

Explore a groundbreaking near-linear time algorithm for computing the Chamfer distance, a crucial metric in computer vision and image processing.

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

Simons Institute

Robustness of Sketches to Adaptive Inputs

Explore the resilience of sketching algorithms against adaptive inputs, examining their effectiveness in dynamic data environments and algorithmic design.

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

Simons Institute

A Simple -Approximation Adaptive Sketching Algorithm for Maximum Weighted Matching

Explore a simple algorithm for approximating weighted matching in graphs using adaptive sketching, featuring a primal-dual analysis and multiplicative weight update method.

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

Simons Institute

Sketching Algorithms for Max-DICUT and Other CSPs

Explore algorithms for Maximum Directed Cut problem in graph theory, focusing on sketching techniques, space complexity, and applications to Constraint Satisfaction Problems.

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