Thesis and project instruction

Doctoral theses

• Training Methods for Climate and Neural Network Models
  Mudassar Abbas
  DSc (Tech) thesis, Aalto University, 2018

Master’s theses and projects

• Knowledge Management in Preventive Maintenance. SSAB Cold Leveller as a Case Study
  Mikko Krankkala
  MEng thesis (in Finnish), Lapland University of Applied Sciences, 2023

• Predicting Mortality of Intensive Care Patients with Machine Learning Using Electronic Health Record and Non-Invasive Signals
  Ali Neissi Shooshtari
  MEng thesis, Arcada University of Applied Sciences, 2021

• Generalizability of Machine Learning Models in Predicting Patient Deterioration
  Niko Säkkinen
  MSc thesis, University of Helsinki, 2020

• Interactive Decision Support for Intensive Care Unit Discharge Using Patient Similarity
  Tuomas Koskinen
  MSc (Tech) thesis, Aalto University, 2020

• Federated Learning for Mortality Prediction in Intensive Care Units
  Hannu Pelttari
  MSc thesis, University of Helsinki, 2020

• Semi-Supervised Learning in Retinal Image Analysis
  Joel Jaskari
  MSc (Tech) thesis, Aalto University, 2018

• Active Learning and Interactive Training for Retinal Image Classification
  Jaakko Sahlsten
  MSc (Tech) thesis, Aalto University, 2018

• Visual Texture Modeling using Mixtures of Gaussian Distributions
  Michail Rallis
  Master’s project, The University of Edinburgh, 2012

• Learning a Hierarchical Compositional Visual Shape Vocabulary
  Alejandro Cartas
  Master’s project, The University of Edinburgh, 2011

• Sharpness Based Analysis of Images with Low Depth of Field and the Effect of Depth of Field on Image Viewing
  Susanna Kangas
  MSc (Tech) thesis, Helsinki University of Technology, 2007

• Color Naming and Computational Prediction from Natural Images
  Tuuli Nurminen
  MSc (Tech) thesis, Helsinki University of Technology, 2005

Bachelor’s theses and projects

• Berry Density Prediction with Convolutional Neural Networks
  Lucas Toirkens
  Bachelor’s thesis, Hogeschool PXL, 2023

• Analysis of Berry Counts and Training Material with Object Detection
  Joonas Poutanen
  BEng thesis (in Finnish), Lapland University of Applied Sciences, 2023

• An Artificial Intelligence-Based Program for Object Detection
  Ville Kananen
  BEng thesis (in Finnish), Lapland University of Applied Sciences, 2022