Yao-Shao / Maching-Learning-only-with-Numpy

Implementation of Machine learning algorithms only using numpy.

Machine Learning only with Numpy

Algorithms:

Supervised Learning

• Ordinary Least Square
• Ridge Regression
• Total Least Square
• Logistic Regression
• SVM (Using scipy or libsvm)
• Perceptron
• Multiple Layer Perceptron (Full connected)
• Decision Tree
• Random Forest
• AdaBoost
• Gradient Boost
• KNN

Unsupervised Learning

• GMM
• EM
• K-Means
• spectral clustering
• LDA
• PCA