Continuous Random VariablesCovers continuous random variables, probability density functions, and distributions, with practical examples.
Continuous Random VariablesExplores continuous random variables, density functions, joint variables, independence, and conditional densities.
Diffusion ModelsExplores diffusion models, focusing on generating samples from a distribution and the importance of denoising in the process.
Binary Choice ModelCovers the binary choice model, error term assumptions, specific constants, invariances, and distribution properties.
Calculations of ExpectationCovers the calculation of expectation and variance for different types of random variables, including discrete and continuous ones.
Random Field Ising ModelCovers the Random Field Ising Model, discussing the concept of disorder and the process of finding the ground state.
Probability and StatisticsCovers fundamental concepts in probability and statistics, including distributions, properties, and expectations of random variables.