ML-algorithms

About

Python (numpy) implementations of various ML algorithms from different subfields like supervised learning, dimensionality reduction, clustering. The main purpose of the project is to gain deeper insight into the workings of ML algorithms, going beyond simply performing from sklearn ....

Algorithms

Supervised learning

• Dense neural network,
• Linear regression,
• Polynomial regression,
• KNN classifier,

Dimensionality reduction

• Principal Components Analysis (PCA),

Clustering

• K-means.

ToDo

• T-SNE,
• Decision Trees,
• LDA,
• SVM,
• …