Machine Learning Exercise

Technology Used

• Python 2 / 3
• R Programming
• Matplotlib
• Numpy

Data Similarity

• Movielens data similarity using Jaccard coefficient
• Prototype-based classifier on MNIST handwritten digit dataset

Dimensionality Reduction

• Dimensionality Reduction using PCA on MNIST handwritten digit dataset
• Classification MNIST PCA Domain using KNN

Supervised Learning (Classification)

• Naive Bayes Classification on Compound Dataset (6 Label)
• Multi-layer Percepton Neural Network on D31 Dataset (31 Label)

Unsupervised Learning (Clustering)

• K-Means Clustering on Compound Dataset
• Hierarchy Clustering using agglomerative clustering method