Algorithmic Complexity Courses and Certifications

Confreaks

O(1), O(n), and O(#$*&!) - Understanding and Optimizing Code Performance

Learn to identify, diagnose, and fix common performance issues in your code using OpenTelemetry tools, and implement automated performance testing for long-term optimization.

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

ACM SIGPLAN

Maximal Simplification of Polyhedral Reductions

Explore a novel approach to polyhedral reduction simplification that achieves minimal asymptotic complexity through piece-wise simplification, resolving a long-standing open problem in compiler optimization.

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

CppCon

C++ Performance Optimization: Algorithmic Complexity, Data Locality, Parallelism, and Compiler Optimizations

Explore C++ performance optimization through algorithmic complexity, data locality, parallelism, and compiler optimizations. Gain insights into efficient coding practices and trade-offs for improved runtime efficiency.

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

Optimizing Code in Java

Learn key techniques to optimize Java performance, from algorithm efficiency to JVM tuning and multithreading.

• DataCamp
• 3 hours
• On-Demand
• Free Trial Available

Complexity Explorer

Graph and Tensor Algorithmic Complexity - Unit 6, Module 5

Explore algorithmic complexity in graphs and tensors, focusing on computational approaches to causality and living systems from networks to cells.

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

Microcredential

Computational Thinking using Python

1 review

Learn computational thinking and Python programming to solve real-world problems. Covers algorithms, data structures, and analytical techniques for beginners and aspiring computer scientists.

• edX
• On-Demand
• $298.00
• 2 courses

Black Hat

Denial of Service with a Fistful of Packets - Exploiting Algorithmic Complexity Vulnerabilities

Explore algorithmic complexity vulnerabilities in web servers, their impacts, and mitigation strategies. Learn how small inputs can cause significant disruptions and how to protect against these attacks.

• YouTube
• 47 minutes
• On-Demand
• Conference Talk

Learn how to implement and analyze important algorithms in Java.

• Codecademy
• 3 hours
• On-Demand
• Free Trial Available

Black Hat

ACSploit - Exploit Algorithmic Complexity Vulnerabilities

Explore techniques to identify and exploit algorithmic complexity vulnerabilities, focusing on inefficient worst-case scenarios and their impact on program performance and security.

• YouTube
• 25 minutes
• On-Demand
• Conference Talk

IAS | PCMI Park City Mathematics Institute

Algorithmic Dual to the Adversary Method in Quantum Query Complexity - Part 5

Delve into quantum query complexity's algorithmic dual to the adversary method, exploring theoretical foundations and practical applications in quantum computing and algorithm development.

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

Simons Institute

Cryptography, Quantum Computing, Complexity Theory, and Algorithmic Foundations - Program Presentations

Explore cutting-edge research in cryptography, quantum computing, complexity theory, and collaborative learning from leading academics at Berkeley's annual industry event.

• YouTube
• 1 hour 23 minutes
• On-Demand
• Free Video

Learn some common interviewing tricks and tips. Then practice some real interview questions in Java.

• Codecademy
• 1 hour
• On-Demand
• Free Trial Available

The Royal Institution

What Computers Can't Do - With Kevin Buzzard

Explore the P vs NP problem in computer science with mathematician Kevin Buzzard, delving into computational complexity, security implications, and unsolved mathematical challenges.

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

Devoxx

How Modern SQL Databases Come Up With Algorithms That You Would Have Never Dreamed Of

Discover how modern SQL databases outperform hand-written algorithms with cost-based optimization, enabling complex queries on large datasets to run in milliseconds. Learn why SQL is the ideal language for business logic.

• YouTube
• 47 minutes
• On-Demand
• Conference Talk

Devoxx

Functional Data Structures in Java

Explore functional data structures in Java, including persistent structures, amortized performance, and lazy evaluation. Learn efficient implementations and their advantages over JDK alternatives.

• YouTube
• 48 minutes
• On-Demand
• Conference Talk