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Artificial Intelligence
by Muhammad Haroon

Teaching and learning resources

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Teaching and learning resources

K-Nearest Neighbour (KNN) Algorithm with Example image

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

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).

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.

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...

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...

Back Propagation in Multi Layer Perceptron image

This hand-written document explains Back Propagation in Multi Layer Perceptron using an example neural network.