Building a Spam Classifier from Scratch
Spam detection for an SMS dataset from Kaggle
Data Science Applications
nlp-information retrieval-sentiment analysis-spam detection
optimization-gradient ascent-logistic regression
Maximum Likelihood Estimation
Implementation of Logistic Regression from scratch using the properties of maximum likelihood estimation.
optimization-gradient descent-normal equation-regression
Convergence of Linear Models
Learning objectives and performance for linear models: a look under the hood