Exploration Bias

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Related lectures (32)

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Algorithms to Live By: Optimal Stopping and Logarithmic Regret

Explores optimal stopping, explore/exploit, Bayes' Rule, and logarithmic regret in bandit solutions.

Evaluating Learning Technologies: Randomized Experiments Insights

Discusses the impact of live streaming lectures on student performance and attendance, revealing varied effects based on student ability levels.

Probabilistic Analysis: Hiring & Birthday Paradox

Explores probabilistic analysis in algorithms, covering the hiring problem and the birthday paradox, along with hash tables and functions.

Quick Sort Analysis: Finding k Smallest

Covers the analysis of quick sort, including time complexity and randomization for finding the k-th smallest number.

Causal Analysis of Observational Data

Covers causal analysis of observational data, pitfalls, tools for valid conclusions, and addressing confounding variables.

ANOVA and Factorial Experiments

Explores ANOVA, factorial experiments, and model evaluation techniques.

Experimental Design: Strategies and Analysis

Discusses experimental design strategies, factors, responses, treatment combinations, and degrees of freedom.

Decision Trees: Overfitting and Randomization

Explores decision trees, overfitting, and randomization in supervised learning, emphasizing the importance of managing variance and feature selection.

Quantum Random Number Generation

Explores quantum random number generation, discussing the challenges and implementations of generating good randomness using quantum devices.

Randomness in Social Process

Explores randomness in social processes, focusing on the selection of authority roles.