
01
SeptemberLinear Regression + Correlation Methods

01
SeptemberLinear Regression Implementation

01
SeptemberLogistic Regression

01
SeptemberKNN Overview

01
Septemberparametric vs non-parametric models

01
SeptemberEDA on Iris Dataset

01
SeptemberThe KNN Intuition

01
SeptemberImplement the KNN algorithm from scratch

01
SeptemberCompare the result with the sklearn library

01
SeptemberHyperparameter tuning using the cross-validation

01
SeptemberThe decision boundary visualization

01
SeptemberManhattan vs Euclidean Distance

01
SeptemberFeature scaling in KNN

01
SeptemberCurse of dimensionality

01
SeptemberKNN use cases

01
SeptemberKNN pros and cons

01
SeptemberDecision Trees Section Overview

01
SeptemberEDA on Adult Dataset

01
SeptemberWhat is Entropy and Information Gain?

01
SeptemberThe Decision Tree ID3 algorithm from scratch Part 1

01
SeptemberThe Decision Tree ID3 algorithm from scratch Part 2

01
SeptemberThe Decision Tree ID3 algorithm from scratch Part 3

01
SeptemberID3 - Putting Everything Together

01
SeptemberEvaluating our ID3 implementation
