Mathematical Statistics
February 21, 2024My notes over Mark Maxwell’s course, Introduction to Mathematical Statistics, and his textbook, Probability & Statistics with …
February 21, 2024Common Probability Distributions
February 8, 2024An overview of common discrete and continuous distributions found in probability and statistics, from Mark Maxwell’s textbook, …
Gradient Descent & Optimizers
October 10, 2023Theses are some of my over Qiang Liu’s course, Machine Learning II.
Gradient Descent: Gradient Descent is a fundamental, …
Language Modeling: Word Embedings & Architectures
October 7, 2023These are a few of my notes from Eunsol Choi’s NLP class at UT Austin.
Word Embeddings: Word embeddings are a type of word …
Neural Networks: RNNs, Seq2Seq, & CNNs
October 7, 2023These are a few of my notes from Eunsol Choi’s NLP class at UT Austin.
Recurrent Neural Networks (RNNs): Recurrent Neural …
Classifiers: Generative & Discriminative Models
October 7, 2023These are a few of my notes from Eunsol Choi’s NLP class at UT Austin.
Generative Models vs. Discriminative Models: When it …
Probability
September 2, 2023My notes over Mark Maxwell’s course, Probability I, and his textbook, Probability & Statistics with Applications, Second …
Linear Algebra
August 30, 2023These are my notes over my review of Linear Algebra, going through Gilbert Strang’s Introduction To Linear Algebra. …
Basic Calculus
January 6, 2023A small review over Calculus 1, 2, and 3, based on the textbook, Calculus: Early Transcendentals (Eight Edition). …