Nlp
LLM Powered Autonomous Agents
An overview of building autonomous agents with LLM as the core controller, covering planning, memory, and tool use components.
CS224N - Lecture 1
Stanford CS224N Lecture 1 - word meaning, distributional semantics, and word vectors.
Naïve Bayes Classifiers
Multinomial Naive Bayes for text classification - intuition, math, and implementation.
Regular Expressions (RegEx)
Regular expression fundamentals - pattern syntax for text search and processing.
Speech & Language Processing
Notes on text normalization, tokenization, and NLP fundamentals from Jurafsky and Martin.