FYS-STK4155 Machine Learning and Data Analysis

This repository contains the python source code and reports for:

Project 1: Ordinary Least Square, Ridge and Lasso regression methods

Datasets: Franke Function and Topographic Data from Norway

Project 2: Deep Learning methods: own implementation of Feed-Forward Neural Networks

Datasets: Wisconsion Breast Cancer data and Franke Function

Project 3: Convolutional Neural Network, Random Forest and Bias-Variance analysis

Datasets: Seismograms (Both synthetic and from North Sea 2D seismic data)