Concept

Computational complexity

Related lectures (30)

Introduces time complexity and worst-case analysis of algorithms, abstracting computational complexity from implementation details.

Introduction to Complexity

Introduces time complexity and worst-case analysis of algorithms, abstracting computational complexity from implementation details.

Implementation Research: Concepts and Scope

Explores Implementation Research, addressing challenges in implementing health interventions and developing effective strategies for infectious diseases of poverty.

Replica Symmetry Breaking: Full Solution & Condensation

Explores Replica Symmetry Breaking in the Random Energy Model, discussing configurational entropy and condensation.

Information, Computation, and Society

Explores the history and societal impact of information, communication, and computation sciences in the digital era.

Computation & Algorithms II: Sorting and Recursive Algorithms

Explores sorting and recursive algorithms, including complexity analysis, maximal value, and binary search.

Distributed Computation I

Explores distributed computation between two parties in a distant setting.

Simon 1 Problem: Quantum Symmetry and Oracle Queries

Explores the Simon 1 problem in quantum computing, emphasizing symmetry, oracle queries, and quantum measurements.

Dynamic Programming: Solving Sequential Problems Efficiently

Explores dynamic programming for efficient problem-solving, illustrated with binomial coefficients and Pascal's triangle.

Generalization in Deep Learning

Delves into the trade-off between model complexity and risk, generalization bounds, and the dangers of overfitting complex function classes.