![Implement the KNN algorithm from scratch](https://dragonzap.com/storage/uploads/612fada296c82.jpg)
01
SeptemberImplement the KNN algorithm from scratch
![Compare the result with the sklearn library](https://dragonzap.com/storage/uploads/612fada296c82.jpg)
01
SeptemberCompare the result with the sklearn library
![Hyperparameter tuning using the cross-validation](https://dragonzap.com/storage/uploads/612fada296c82.jpg)
01
SeptemberHyperparameter tuning using the cross-validation
![The decision boundary visualization](https://dragonzap.com/storage/uploads/612fada296c82.jpg)
01
SeptemberThe decision boundary visualization
![Manhattan vs Euclidean Distance](https://dragonzap.com/storage/uploads/612fada296c82.jpg)
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SeptemberManhattan vs Euclidean Distance
![Feature scaling in KNN](https://dragonzap.com/storage/uploads/612fada296c82.jpg)
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SeptemberFeature scaling in KNN
![Curse of dimensionality](https://dragonzap.com/storage/uploads/612fada296c82.jpg)
01
SeptemberCurse of dimensionality
![KNN use cases](https://dragonzap.com/storage/uploads/612fada296c82.jpg)
01
SeptemberKNN use cases
![KNN pros and cons](https://dragonzap.com/storage/uploads/612fada296c82.jpg)
01
SeptemberKNN pros and cons
![Decision Trees Section Overview](https://dragonzap.com/storage/uploads/612fada296c82.jpg)
01
SeptemberDecision Trees Section Overview
![EDA on Adult Dataset](https://dragonzap.com/storage/uploads/612fada296c82.jpg)
01
SeptemberEDA on Adult Dataset
![What is Entropy and Information Gain?](https://dragonzap.com/storage/uploads/612fada296c82.jpg)
01
SeptemberWhat is Entropy and Information Gain?
![The Decision Tree ID3 algorithm from scratch Part 1](https://dragonzap.com/storage/uploads/612fada296c82.jpg)
01
SeptemberThe Decision Tree ID3 algorithm from scratch Part 1
![The Decision Tree ID3 algorithm from scratch Part 2](https://dragonzap.com/storage/uploads/612fada296c82.jpg)
01
SeptemberThe Decision Tree ID3 algorithm from scratch Part 2
![The Decision Tree ID3 algorithm from scratch Part 3](https://dragonzap.com/storage/uploads/612fada296c82.jpg)
01
SeptemberThe Decision Tree ID3 algorithm from scratch Part 3
![ID3 - Putting Everything Together](https://dragonzap.com/storage/uploads/612fada296c82.jpg)
01
SeptemberID3 - Putting Everything Together
![Evaluating our ID3 implementation](https://dragonzap.com/storage/uploads/612fada296c82.jpg)
01
SeptemberEvaluating our ID3 implementation
![Compare with Sklearn implementation](https://dragonzap.com/storage/uploads/612fada296c82.jpg)
01
SeptemberCompare with Sklearn implementation
![Visualizing the tree](https://dragonzap.com/storage/uploads/612fada296c82.jpg)
01
SeptemberVisualizing the tree
![Plot the features importance](https://dragonzap.com/storage/uploads/612fada296c82.jpg)
01
SeptemberPlot the features importance
![Decision Trees Hyper-parameters](https://dragonzap.com/storage/uploads/612fada296c82.jpg)
01
SeptemberDecision Trees Hyper-parameters
![Pruning](https://dragonzap.com/storage/uploads/612fada296c82.jpg)
01
SeptemberPruning
![[Optional] Gain Ration](https://dragonzap.com/storage/uploads/612fada296c82.jpg)
01
September[Optional] Gain Ration
![Decision Trees Pros and Cons](https://dragonzap.com/storage/uploads/612fada296c82.jpg)
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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