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
• On-Demand
• Free Video

Computer Science 113: Programming in Python

Learn Python programming fundamentals through engaging lessons covering data types, functions, OOP, algorithms, and advanced topics like multithreading and machine learning.

• Study.com
• 9 hours 12 minutes
• On-Demand
• Paid Course

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
• On-Demand
• Free Online Course

Data Structures and Algorithms Design

Dive into the world of algorithm design, data structures, and analysis. Explore key structures like arrays, trees, and graphs, and master algorithmic paradigms including recursion, divide-conquer, and dynamic programming.

• Swayam
• 12 weeks
• On-Demand
• Free Online Course

Coursera Instructor Network

Algorithmic Solutions: Design, Problem Solving, Reporting

23 ratings at Coursera

Develop optimized algorithms and enhance problem-solving skills through practical examples. Learn to approach complex challenges, implement efficient solutions, and effectively communicate results.

• Coursera
• 1 hour 51 minutes
• On-Demand
• Paid Course

Association for Computing Machinery (ACM)

Machine Learning for Algorithm Design

Explore data-driven algorithm design using machine learning, combining theoretical foundations with practical applications to improve performance for various combinatorial problems.

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

Association for Computing Machinery (ACM)

Automated Mechanism Design for Strategic Classification - Vincent Conitzer

Explore automated mechanism design for strategic classification, covering key concepts, optimization techniques, and future research directions in this field.

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

Association for Computing Machinery (ACM)

STOC 2020 - Online Algorithms

Explore online algorithms, including caching with time windows, vector balancing, and primal-dual matching. Learn about recent advancements and open problems in this dynamic field of computer science.

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

Association for Computing Machinery (ACM)

On the Nisan-Ronen Conjecture for Submodular Valuations

Explore the Nisan-Ronen conjecture for submodular valuations, covering scheduling mechanisms, player valuations, and related proofs in algorithmic game theory.

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

Association for Computing Machinery (ACM)

Weighted Min-Cut - Sequential, Cut-Query and Streaming Algorithms

Explore advanced algorithms for solving the weighted min-cut problem across sequential, cut-query, and streaming models, with a focus on a unified schematic approach and open challenges.

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

Association for Computing Machinery (ACM)

Contention Resolution without Collision Detection

Explore contention resolution algorithms without collision detection for shared channels, focusing on backoff strategies, channel simulation, and handling player arrivals and stragglers.

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

Association for Computing Machinery (ACM)

Approximately Stable Committee Selection

Explore committee selection methods, focusing on fairness, stability, and approximation algorithms. Learn about preference models, participatory budgeting, and innovative approaches to achieve balanced representation.

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

Association for Computing Machinery (ACM)

A Phase Transition and Quadratic Time Estimator for Network Reliability

Explore network reliability estimation, including a novel quadratic-time approach, phase transitions, and unbiased estimators for efficient analysis of complex networks.

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

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
• On-Demand
• 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
• On-Demand
• Free Video