ML Fundamentals

Fundamental machine learning algorithms and mathematical concepts.

Jupyter notebooks implementing perceptron algorithms, gradient descent, logistic regression, softmax, cross-entropy, and multilayer perceptrons from scratch.

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Notebooks

Notebook	Topic
codingThePerceptronAlgorithm	Perceptron from scratch
perceptronsAsLogicalOperators	AND, OR, XOR gates
gradientDescent	Gradient descent optimization
logisticRegression	Logistic regression
softmax	Softmax classification
crossEntropy	Cross-entropy loss
multilayerPerceptron	Multi-layer perceptron

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Getting Started

pip install numpy matplotlib pandas
jupyter notebook

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License

MIT