Explores optimizing word embedding models, including loss function minimization and gradient descent, and introduces techniques like Fasttext and Byte Pair Encoding.
Covers the kinetic theory of gases and its application in evaporation physics, including Fick's Law of Diffusion and the Maxwell-Boltzmann distribution.
Explores the consistency and asymptotic properties of the Maximum Likelihood Estimator, including challenges in proving its consistency and constructing MLE-like estimators.
