
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

01
SeptemberCompare with Sklearn implementation

01
SeptemberVisualizing the tree

01
SeptemberPlot the features importance

01
SeptemberDecision Trees Hyper-parameters

01
SeptemberPruning
![[Optional] Gain Ration](https://dragonzap.com/storage/uploads/612fada296c82.jpg)
01
September[Optional] Gain Ration

01
SeptemberDecision Trees Pros and Cons
![[Project] Predict whether income exceeds $50K/yr - Overview](https://dragonzap.com/storage/uploads/612fada296c82.jpg)
01
September[Project] Predict whether income exceeds $50K/yr - Overview
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