Complexity Theory Courses and Certifications

Kolmogorov-Seminar

Rectangles, Complexity and Games in Communication Theory - December 4, 2023

Delve into communication complexity theory through rectangles, exploring inequality principles, combinatorial strategies, and their applications in computational game theory.

• YouTube
• 1 hour 58 minutes
• Self-Paced
• Free Video

Centre International de Rencontres Mathématiques

Complexity Theory Through the Lens of Kolmogorov Complexity - Tutorial 2

Explore complexity theory through Kolmogorov complexity in this mathematical tutorial by Igor Carboni Oliveira, recorded at CIRM's thematic meeting on randomness, information, and complexity.

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

Simons Institute

Sublinear Algorithms and Complexity Theory Vignettes

Explore key concepts and applications of sublinear algorithms through practical vignettes, focusing on efficient computational methods and algorithmic complexity.

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

Complexity Theory - Running Time Analysis of Algorithms

2418 ratings at Udemy

Learn Asymptotic Complexity, Running Times Analysis (O, Ω, θ) and Complexity Classes (P and NP)

• Udemy
• 1 hour 56 minutes
• Self-Paced
• Free Online Course

Computation in Complex Systems

Explore computational complexity from polynomial-time algorithms to NP-complete problems and undecidable challenges, bridging computer science with physics and biology applications.

• Complexity Explorer
• Self-Paced
• Free Certificate

Complexity: Life, Scale, and Civilization

Explore the nature of complexity across scales, from genes to civilizations, with leading thinkers discussing fundamental questions about the universe, life, and human existence.

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

Career Certificate

Learn Data Structures and Algorithms in Python

1477 ratings at Boot.dev

Master Python algorithms and Big-O complexity while building skills to write performant code, tackle technical interviews, and understand fundamental computer science concepts.

• Boot.dev
• 32 hours
• Self-Paced
• Paid Course

NPTEL;  IIT Madras

Theory of Automata, Formal Languages and Computation

10 ratings

Explore automata theory, formal languages, and computation through grammars, finite state automata, pushdown automata, Turing machines, and advanced topics in theoretical computer science.

• YouTube
• 1 day 15 hours
• Self-Paced
• Free Video

Emergence, Self-Organization, and Complexity

Explore the interconnected concepts of emergence, self-organization, and complexity with Carlos Gershenson, gaining insights into how these phenomena shape our world and understanding of systems.

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

Harvard CMSA

The P vs. NP Problem - An Existential Question for Mathematics

Explore the profound P vs NP problem and its implications for mathematics, computing, and automated proof search in this millennium prize lecture by Harvard's Madhu Sudan.

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

Paul G. Allen School

Computational Complexity and Explanations in Physics

Explore how computational intractability shapes physical explanations, from quantum mechanics interpretations to black hole paradoxes and thermodynamics.

• YouTube
• 1 hour 11 minutes
• Self-Paced
• Free Video

Simons Institute

Hidden Symmetries of Computational Problems

Explore hidden symmetries in computational problems, uncovering geometric methods for optimization and sampling with insights from experts in mathematics and quantum computing.

• YouTube
• 1 hour 7 minutes
• Self-Paced
• Free Video

Simons Institute

Optimal Iterative Algorithms for Problems With Random Data

Explore advanced iterative algorithms for solving problems with random data, focusing on computational complexity in statistical inference.

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

Simons Institute

Recent Structure Lemmas for Depth-Two Threshold Circuits

Explore recent advancements in structure lemmas for depth-two threshold circuits, focusing on Boolean devices and their implications in computational complexity theory.

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

Simons Institute

Computational Barriers in Statistical Estimation and Learning

Explore statistical estimation challenges, information theory, and computational barriers in high-dimensional settings with Stanford's Andrea Montanari in this Richard M. Karp Distinguished Lecture.

• YouTube
• 1 hour 3 minutes
• Self-Paced
• Free Video