Fundamental machine learning algorithms and mathematical concepts.
Jupyter notebooks implementing perceptron algorithms, gradient descent, logistic regression, softmax, cross-entropy, and multilayer perceptrons from scratch.
| 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 |
pip install numpy matplotlib pandas
jupyter notebookMIT