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Related lectures (28)
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Two-phase Simplex Algorithm: Introduction and Duality
Introduces the two-phase simplex algorithm and explores duality in linear programming.
Shor Algorithm: Period Finding
Covers the Shor Algorithm for period finding and its application in factorization, discussing the circuit implementation and measurement outcomes.
Markov Chains and Algorithm Applications
Covers the fundamentals of Markov chains and their applications in algorithms, focusing on proper coloring and the Metropolis algorithm.
Stochastic Simulation: Monte Carlo Method
Covers the properties and error estimates of the Monte Carlo method in stochastic simulation.
State Space Models: Expressivity of Transformers
Covers state space models and the expressivity of transformers in sequence copying tasks.
Search Algorithms: Abductive Reasoning
Explores abductive reasoning, search algorithms, and heuristic search for problem-solving.
Deep Learning: No Free Lunch Theorem and Inductive Bias
Covers the No Free Lunch Theorem and the role of inductive bias in deep learning and reinforcement learning.
Decision Trees and Random Forests: Concepts and Applications
Discusses decision trees and random forests, focusing on their structure, optimization, and application in regression and classification tasks.