Bachelors/Undergraduate Data Science and Machine Learning Handouts

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Bachelors/Undergraduate Data Science and Machine Learning Handouts

By Artificial Intelligence
K-Nearest Neighbour (KNN) Algorithm with Example image

This hand-written well-organized document teaches the K-Nearest Neighbour (KNN) Algorithm with Example.

By Artificial Intelligence
K-Means Algorithm with multiple examples (1D and 2D Data) image

This hand-written well-organized document explains clustering and K-Means algorithms with multiple examples of 1-D data (set of values) and 2-D data (table of values).

By Artificial Intelligence
Implementation of XOR Gate using Neural Network image

This hand-written document implements the XOR gate using Neural Network. It shows all calculations step-by-step.

By Artificial Intelligence
Decision Tree Example (Tennis Example) image

This hand-written well-organized document teaches the decision tree by example. It takes a small dataset and generates decision tree by calculating entropy, information gain and gain. The algorithm is implmeneted...

By Artificial Intelligence
Decision Tree Example (Profit Example) image

This hand-written well-organized document teaches the decision tree by example. It takes a small dataset and generates decision tree by calculating entropy, information gain and gain. The algorithm is implmeneted...