MachineLearning

A repo with tutorials for algorithms from scratch + explanation

00-linear_regression_from_scratch.ipynb: Linear regression

01-k-means_from_scratch.ipynb: KMeans clustering

02-knn_from_scratch.ipynb: K-Nearest Neighbours

03-decision_tree_from_scratch.ipynb: Decision Tree for Classification

04-logistic_regression_from_scratch.ipynb: Logistic Regression using gradient descent approach

05-Matrix_factorization_and_NN_PyTorch.ipynb: Matrix Factorization and training a Neural Network on Netflix data in PyTorch