3D Rotations and QuaternionsCovers 3D rotations, quaternions, and matrices of direction cosines, providing an elegant solution to the limitations of rotation matrices.
Generalization ErrorExplores generalization error in machine learning, focusing on data distribution and hypothesis impact.
Diffusion ModelsExplores diffusion models, focusing on generating samples from a distribution and the importance of denoising in the process.
Regulation of Therapeutic ProductsExplores the regulation of therapeutic products, covering legal requirements, product classification, market access, and advertising rules.
Binary Choice ModelCovers the binary choice model, error term assumptions, specific constants, invariances, and distribution properties.
Deep Learning Modus OperandiExplores the benefits of deeper networks in deep learning and the importance of over-parameterization and generalization.