Lectures related to Multi-arm Bandits: Exploration vs Exploitation

Explores conditional density, expectations, and independence of random variables with practical examples.

Neuromorphic Computing: Concepts and Hardware Implementations

Covers neuromorphic computing, challenges in ternary and binary computing, hardware simulations of the brain, and new materials for artificial brain cells.

Conditional Probability: Prediction Decomposition

Explores conditional probability, Bayes' theorem, and prediction decomposition for informed decision-making.

Convergence in Probability vs Almost Sure Convergence

Compares convergence in probability with almost sure convergence using a counterexample and proofs.

Variance and Covariance: Properties and Examples

Explores variance, covariance, and practical applications in statistics and probability.

Central Limit Theorem: Properties and Applications

Explores the Central Limit Theorem, covariance, correlation, joint random variables, quantiles, and the law of large numbers.

Probability: Examples

Covers examples of probability, including Bayes Theorem, independence, and conditional probability.